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        Module&nbsp;hidro_data
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<h1 class="epydoc">Source Code for <a href="hidro_data-module.html">Module hidro_data</a></h1>
<pre class="py-src">
<a name="L1"></a><tt class="py-lineno">   1</tt>  <tt class="py-line"><tt class="py-comment">#!/usr/bin/env python</tt> </tt>
<a name="L2"></a><tt class="py-lineno">   2</tt>  <tt class="py-line"><tt class="py-comment"># -*- coding: utf-8 -*-</tt> </tt>
<a name="L3"></a><tt class="py-lineno">   3</tt>  <tt class="py-line"><tt class="py-comment">#</tt> </tt>
<a name="L4"></a><tt class="py-lineno">   4</tt>  <tt class="py-line"><tt class="py-comment">#       hidro_data.py</tt> </tt>
<a name="L5"></a><tt class="py-lineno">   5</tt>  <tt class="py-line"><tt class="py-comment">#       </tt> </tt>
<a name="L6"></a><tt class="py-lineno">   6</tt>  <tt class="py-line"><tt class="py-comment">#       Copyright 2010 Javier Rovegno Campos &lt;javier.rovegno@gmail.com&gt;</tt> </tt>
<a name="L7"></a><tt class="py-lineno">   7</tt>  <tt class="py-line"><tt class="py-comment">#       </tt> </tt>
<a name="L8"></a><tt class="py-lineno">   8</tt>  <tt class="py-line"><tt class="py-comment">#       This program is free software; you can redistribute it and/or modify</tt> </tt>
<a name="L9"></a><tt class="py-lineno">   9</tt>  <tt class="py-line"><tt class="py-comment">#       it under the terms of the GNU General Public License as published by</tt> </tt>
<a name="L10"></a><tt class="py-lineno">  10</tt>  <tt class="py-line"><tt class="py-comment">#       the Free Software Foundation; either version 2 of the License, or</tt> </tt>
<a name="L11"></a><tt class="py-lineno">  11</tt>  <tt class="py-line"><tt class="py-comment">#       (at your option) any later version.</tt> </tt>
<a name="L12"></a><tt class="py-lineno">  12</tt>  <tt class="py-line"><tt class="py-comment">#       </tt> </tt>
<a name="L13"></a><tt class="py-lineno">  13</tt>  <tt class="py-line"><tt class="py-comment">#       This program is distributed in the hope that it will be useful,</tt> </tt>
<a name="L14"></a><tt class="py-lineno">  14</tt>  <tt class="py-line"><tt class="py-comment">#       but WITHOUT ANY WARRANTY; without even the implied warranty of</tt> </tt>
<a name="L15"></a><tt class="py-lineno">  15</tt>  <tt class="py-line"><tt class="py-comment">#       MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the</tt> </tt>
<a name="L16"></a><tt class="py-lineno">  16</tt>  <tt class="py-line"><tt class="py-comment">#       GNU General Public License for more details.</tt> </tt>
<a name="L17"></a><tt class="py-lineno">  17</tt>  <tt class="py-line"><tt class="py-comment">#       </tt> </tt>
<a name="L18"></a><tt class="py-lineno">  18</tt>  <tt class="py-line"><tt class="py-comment">#       You should have received a copy of the GNU General Public License</tt> </tt>
<a name="L19"></a><tt class="py-lineno">  19</tt>  <tt class="py-line"><tt class="py-comment">#       along with this program; if not, write to the Free Software</tt> </tt>
<a name="L20"></a><tt class="py-lineno">  20</tt>  <tt class="py-line"><tt class="py-comment">#       Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston,</tt> </tt>
<a name="L21"></a><tt class="py-lineno">  21</tt>  <tt class="py-line"><tt class="py-comment">#       MA 02110-1301, USA.</tt> </tt>
<a name="L22"></a><tt class="py-lineno">  22</tt>  <tt class="py-line"><tt class="py-docstring">"""Librer&#237;a python para hidrolog&#237;a computacional.</tt> </tt>
<a name="L23"></a><tt class="py-lineno">  23</tt>  <tt class="py-line"><tt class="py-docstring">   @author: Javier Rovegno</tt> </tt>
<a name="L24"></a><tt class="py-lineno">  24</tt>  <tt class="py-line"><tt class="py-docstring">   @contact: javier.rovegno@gmail.com</tt> </tt>
<a name="L25"></a><tt class="py-lineno">  25</tt>  <tt class="py-line"><tt class="py-docstring">   @version: 0.1</tt> </tt>
<a name="L26"></a><tt class="py-lineno">  26</tt>  <tt class="py-line"><tt class="py-docstring">   @license: GNU General Public License</tt> </tt>
<a name="L27"></a><tt class="py-lineno">  27</tt>  <tt class="py-line"><tt class="py-docstring">   </tt> </tt>
<a name="L28"></a><tt class="py-lineno">  28</tt>  <tt class="py-line"><tt class="py-docstring">   Website: U{http://code.google.com/p/hydropy/}</tt> </tt>
<a name="L29"></a><tt class="py-lineno">  29</tt>  <tt class="py-line"><tt class="py-docstring">"""</tt> </tt>
<a name="L30"></a><tt class="py-lineno">  30</tt>  <tt class="py-line"> </tt>
<a name="L31"></a><tt class="py-lineno">  31</tt>  <tt class="py-line"><tt class="py-keyword">import</tt> <tt class="py-name">datetime</tt> </tt>
<a name="L32"></a><tt class="py-lineno">  32</tt>  <tt class="py-line"><tt class="py-keyword">import</tt> <tt class="py-name">matplotlib</tt><tt class="py-op">.</tt><tt class="py-name">pyplot</tt> <tt class="py-keyword">as</tt> <tt class="py-name">plt</tt> </tt>
<a name="L33"></a><tt class="py-lineno">  33</tt>  <tt class="py-line"><tt class="py-keyword">import</tt> <tt class="py-name">numpy</tt> <tt class="py-keyword">as</tt> <tt class="py-name">np</tt> </tt>
<a name="L34"></a><tt class="py-lineno">  34</tt>  <tt class="py-line"><tt class="py-keyword">from</tt> <tt class="py-name">scipy</tt> <tt class="py-keyword">import</tt> <tt class="py-name">stats</tt> </tt>
<a name="L35"></a><tt class="py-lineno">  35</tt>  <tt class="py-line"><tt class="py-keyword">import</tt> <tt class="py-name">warnings</tt>  <tt class="py-comment"># DeprecationWarning: scipy.stats.mean</tt> </tt>
<a name="L36"></a><tt class="py-lineno">  36</tt>  <tt class="py-line"><tt class="py-name">warnings</tt><tt class="py-op">.</tt><tt class="py-name">filterwarnings</tt><tt class="py-op">(</tt><tt class="py-string">"ignore"</tt><tt class="py-op">,</tt> <tt class="py-name">category</tt><tt class="py-op">=</tt><tt class="py-name">DeprecationWarning</tt><tt class="py-op">)</tt> </tt>
<a name="L37"></a><tt class="py-lineno">  37</tt>  <tt class="py-line"><tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L38"></a><tt class="py-lineno">  38</tt>  <tt class="py-line">    <tt class="py-keyword">import</tt> <tt class="py-name">xlrd</tt> </tt>
<a name="L39"></a><tt class="py-lineno">  39</tt>  <tt class="py-line"><tt class="py-keyword">except</tt> <tt class="py-name">ImportError</tt><tt class="py-op">:</tt> </tt>
<a name="L40"></a><tt class="py-lineno">  40</tt>  <tt class="py-line">    <tt class="py-name">warnings</tt><tt class="py-op">.</tt><tt class="py-name">warn</tt><tt class="py-op">(</tt><tt class="py-string">"from_xls no funciona sin instalar python-xlrd"</tt><tt class="py-op">,</tt><tt class="py-name">RuntimeWarning</tt><tt class="py-op">)</tt> </tt>
<a name="L41"></a><tt class="py-lineno">  41</tt>  <tt class="py-line"><tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L42"></a><tt class="py-lineno">  42</tt>  <tt class="py-line">    <tt class="py-keyword">import</tt> <tt class="py-name">xlwt</tt> </tt>
<a name="L43"></a><tt class="py-lineno">  43</tt>  <tt class="py-line"><tt class="py-keyword">except</tt> <tt class="py-name">ImportError</tt><tt class="py-op">:</tt> </tt>
<a name="L44"></a><tt class="py-lineno">  44</tt>  <tt class="py-line">    <tt class="py-name">warnings</tt><tt class="py-op">.</tt><tt class="py-name">warn</tt><tt class="py-op">(</tt><tt class="py-string">"to_xls no funciona sin instalar python-xlwt"</tt><tt class="py-op">,</tt><tt class="py-name">RuntimeWarning</tt><tt class="py-op">)</tt> </tt>
<a name="L45"></a><tt class="py-lineno">  45</tt>  <tt class="py-line"> </tt>
<a name="from_xls"></a><div id="from_xls-def"><a name="L46"></a><tt class="py-lineno">  46</tt> <a class="py-toggle" href="#" id="from_xls-toggle" onclick="return toggle('from_xls');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#from_xls">from_xls</a><tt class="py-op">(</tt><tt class="py-param">archivo</tt><tt class="py-op">,</tt><tt class="py-param">nsheet</tt><tt class="py-op">=</tt><tt class="py-number">0</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="from_xls-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="from_xls-expanded"><a name="L47"></a><tt class="py-lineno">  47</tt>  <tt class="py-line">    <tt class="py-docstring">"""</tt> </tt>
<a name="L48"></a><tt class="py-lineno">  48</tt>  <tt class="py-line"><tt class="py-docstring">    Genera una matriz de datos a partir de un archivo excel.</tt> </tt>
<a name="L49"></a><tt class="py-lineno">  49</tt>  <tt class="py-line"><tt class="py-docstring">    @param archivo: Datos mensuales o anuales.</tt> </tt>
<a name="L50"></a><tt class="py-lineno">  50</tt>  <tt class="py-line"><tt class="py-docstring">    @type archivo: excel file</tt> </tt>
<a name="L51"></a><tt class="py-lineno">  51</tt>  <tt class="py-line"><tt class="py-docstring">    @param nsheet: Indice de la hoja del archivo excel</tt> </tt>
<a name="L52"></a><tt class="py-lineno">  52</tt>  <tt class="py-line"><tt class="py-docstring">    @type nsheet: int</tt> </tt>
<a name="L53"></a><tt class="py-lineno">  53</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Matriz de datos mensuales A o anuales B</tt> </tt>
<a name="L54"></a><tt class="py-lineno">  54</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L55"></a><tt class="py-lineno">  55</tt>  <tt class="py-line"><tt class="py-docstring">        Descripcci&#243;n de matriz de datos::</tt> </tt>
<a name="L56"></a><tt class="py-lineno">  56</tt>  <tt class="py-line"><tt class="py-docstring">            A[0] lista de a&#241;os con datos</tt> </tt>
<a name="L57"></a><tt class="py-lineno">  57</tt>  <tt class="py-line"><tt class="py-docstring">            A[0][0] 1er a&#241;o con datos</tt> </tt>
<a name="L58"></a><tt class="py-lineno">  58</tt>  <tt class="py-line"><tt class="py-docstring">            A[1] submatriz de datos por a&#241;o</tt> </tt>
<a name="L59"></a><tt class="py-lineno">  59</tt>  <tt class="py-line"><tt class="py-docstring">            A[1][0] lista con datos mensuales 1er a&#241;o</tt> </tt>
<a name="L60"></a><tt class="py-lineno">  60</tt>  <tt class="py-line"><tt class="py-docstring">            A[1][0][0] dato 1er a&#241;o 1er mes</tt> </tt>
<a name="L61"></a><tt class="py-lineno">  61</tt>  <tt class="py-line"><tt class="py-docstring">            A[2] lista de etiqueta datos</tt> </tt>
<a name="L62"></a><tt class="py-lineno">  62</tt>  <tt class="py-line"><tt class="py-docstring">            A[2][1] etiqueta 1er dato</tt> </tt>
<a name="L63"></a><tt class="py-lineno">  63</tt>  <tt class="py-line"><tt class="py-docstring">            </tt> </tt>
<a name="L64"></a><tt class="py-lineno">  64</tt>  <tt class="py-line"><tt class="py-docstring">            B[0] lista de a&#241;os con datos</tt> </tt>
<a name="L65"></a><tt class="py-lineno">  65</tt>  <tt class="py-line"><tt class="py-docstring">            B[0][0] 1er a&#241;o con datos</tt> </tt>
<a name="L66"></a><tt class="py-lineno">  66</tt>  <tt class="py-line"><tt class="py-docstring">            B[1] lista de datos por a&#241;o</tt> </tt>
<a name="L67"></a><tt class="py-lineno">  67</tt>  <tt class="py-line"><tt class="py-docstring">            B[1][0] dato 1er a&#241;o</tt> </tt>
<a name="L68"></a><tt class="py-lineno">  68</tt>  <tt class="py-line"><tt class="py-docstring">            B[2] lista de etiqueta datos</tt> </tt>
<a name="L69"></a><tt class="py-lineno">  69</tt>  <tt class="py-line"><tt class="py-docstring">            B[2][1] etiqueta 1er dato</tt> </tt>
<a name="L70"></a><tt class="py-lineno">  70</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: Matriz de datos</tt> </tt>
<a name="L71"></a><tt class="py-lineno">  71</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L72"></a><tt class="py-lineno">  72</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L73"></a><tt class="py-lineno">  73</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L74"></a><tt class="py-lineno">  74</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls') # Lee sheet 0 (mensual)</tt> </tt>
<a name="L75"></a><tt class="py-lineno">  75</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a[0]</tt> </tt>
<a name="L76"></a><tt class="py-lineno">  76</tt>  <tt class="py-line"><tt class="py-docstring">    [1950.0, 1951.0, 1952.0]</tt> </tt>
<a name="L77"></a><tt class="py-lineno">  77</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; b = from_xls('data_test.xls',1) # Lee sheet anual</tt> </tt>
<a name="L78"></a><tt class="py-lineno">  78</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; b[1][0]</tt> </tt>
<a name="L79"></a><tt class="py-lineno">  79</tt>  <tt class="py-line"><tt class="py-docstring">    [1.1000000000000001]</tt> </tt>
<a name="L80"></a><tt class="py-lineno">  80</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; from_xls('data_test.xls',-1) # Lee sheet fuera de rango</tt> </tt>
<a name="L81"></a><tt class="py-lineno">  81</tt>  <tt class="py-line"><tt class="py-docstring">    Traceback (most recent call last):</tt> </tt>
<a name="L82"></a><tt class="py-lineno">  82</tt>  <tt class="py-line"><tt class="py-docstring">    ...</tt> </tt>
<a name="L83"></a><tt class="py-lineno">  83</tt>  <tt class="py-line"><tt class="py-docstring">    ValueError: nsheet fuera de rango</tt> </tt>
<a name="L84"></a><tt class="py-lineno">  84</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; from_xls('data_test.xls','hola') # Indice sheet str</tt> </tt>
<a name="L85"></a><tt class="py-lineno">  85</tt>  <tt class="py-line"><tt class="py-docstring">    Traceback (most recent call last):</tt> </tt>
<a name="L86"></a><tt class="py-lineno">  86</tt>  <tt class="py-line"><tt class="py-docstring">    ...</tt> </tt>
<a name="L87"></a><tt class="py-lineno">  87</tt>  <tt class="py-line"><tt class="py-docstring">    ValueError: nsheet debe ser un entero</tt> </tt>
<a name="L88"></a><tt class="py-lineno">  88</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L89"></a><tt class="py-lineno">  89</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">nsheet</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">int</tt><tt class="py-op">:</tt> </tt>
<a name="L90"></a><tt class="py-lineno">  90</tt>  <tt class="py-line">        <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"nsheet debe ser un entero"</tt> </tt>
<a name="L91"></a><tt class="py-lineno">  91</tt>  <tt class="py-line">    <tt class="py-name">book</tt> <tt class="py-op">=</tt> <tt class="py-name">xlrd</tt><tt class="py-op">.</tt><tt class="py-name">open_workbook</tt><tt class="py-op">(</tt><tt class="py-name">archivo</tt><tt class="py-op">)</tt> </tt>
<a name="L92"></a><tt class="py-lineno">  92</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">book</tt><tt class="py-op">.</tt><tt class="py-name">nsheets</tt><tt class="py-op">)</tt><tt class="py-op">.</tt><tt class="py-name">count</tt><tt class="py-op">(</tt><tt class="py-name">nsheet</tt><tt class="py-op">)</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt><tt class="py-op">:</tt> </tt>
<a name="L93"></a><tt class="py-lineno">  93</tt>  <tt class="py-line">        <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"nsheet fuera de rango"</tt> </tt>
<a name="L94"></a><tt class="py-lineno">  94</tt>  <tt class="py-line">    <tt class="py-name">sheet</tt> <tt class="py-op">=</tt> <tt class="py-name">book</tt><tt class="py-op">.</tt><tt class="py-name">sheet_by_index</tt><tt class="py-op">(</tt><tt class="py-name">nsheet</tt><tt class="py-op">)</tt> <tt class="py-comment"># Abre de acuerdo indice Hoja</tt> </tt>
<a name="L95"></a><tt class="py-lineno">  95</tt>  <tt class="py-line">    <tt class="py-name">yrs_data</tt> <tt class="py-op">=</tt> <tt class="py-name">sheet</tt><tt class="py-op">.</tt><tt class="py-name">col_values</tt><tt class="py-op">(</tt><tt class="py-number">0</tt><tt class="py-op">,</tt><tt class="py-number">1</tt><tt class="py-op">)</tt> <tt class="py-comment"># Elimina 1era fila etiqueta</tt> </tt>
<a name="L96"></a><tt class="py-lineno">  96</tt>  <tt class="py-line">    <tt class="py-name">label_data</tt> <tt class="py-op">=</tt> <tt class="py-name">sheet</tt><tt class="py-op">.</tt><tt class="py-name">row_values</tt><tt class="py-op">(</tt><tt class="py-number">0</tt><tt class="py-op">)</tt> <tt class="py-comment"># fila etiquetas</tt> </tt>
<a name="L97"></a><tt class="py-lineno">  97</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L98"></a><tt class="py-lineno">  98</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-number">1</tt><tt class="py-op">,</tt><tt class="py-name">sheet</tt><tt class="py-op">.</tt><tt class="py-name">nrows</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> <tt class="py-comment"># Eliminar 1era fila etiqueta</tt> </tt>
<a name="L99"></a><tt class="py-lineno">  99</tt>  <tt class="py-line">        <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">sheet</tt><tt class="py-op">.</tt><tt class="py-name">row_values</tt><tt class="py-op">(</tt><tt class="py-name">rx</tt><tt class="py-op">,</tt><tt class="py-number">1</tt><tt class="py-op">,</tt><tt class="py-name">sheet</tt><tt class="py-op">.</tt><tt class="py-name">ncols</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> <tt class="py-comment"># Elimina</tt> </tt>
<a name="L100"></a><tt class="py-lineno"> 100</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt>                    <tt class="py-comment"># col a&#241;os</tt> </tt>
</div><a name="L101"></a><tt class="py-lineno"> 101</tt>  <tt class="py-line"> </tt>
<a name="L102"></a><tt class="py-lineno"> 102</tt>  <tt class="py-line"><tt class="py-comment"># Guarda la matriz de datos en un archivo excel</tt> </tt>
<a name="to_xls"></a><div id="to_xls-def"><a name="L103"></a><tt class="py-lineno"> 103</tt> <a class="py-toggle" href="#" id="to_xls-toggle" onclick="return toggle('to_xls');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#to_xls">to_xls</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">file_name</tt><tt class="py-op">=</tt><tt class="py-string">'file01.xls'</tt><tt class="py-op">,</tt><tt class="py-param">sheet_name</tt><tt class="py-op">=</tt><tt class="py-string">'Hoja0'</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="to_xls-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="to_xls-expanded"><a name="L104"></a><tt class="py-lineno"> 104</tt>  <tt class="py-line">    <tt class="py-docstring">"""</tt> </tt>
<a name="L105"></a><tt class="py-lineno"> 105</tt>  <tt class="py-line"><tt class="py-docstring">    Escribe el contenido de una matriz de datos en</tt> </tt>
<a name="L106"></a><tt class="py-lineno"> 106</tt>  <tt class="py-line"><tt class="py-docstring">    un archivo de planilla de c&#225;lculo</tt> </tt>
<a name="L107"></a><tt class="py-lineno"> 107</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L108"></a><tt class="py-lineno"> 108</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Archivo de planilla de c&#225;lculo xls</tt> </tt>
<a name="L109"></a><tt class="py-lineno"> 109</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: excel file</tt> </tt>
<a name="L110"></a><tt class="py-lineno"> 110</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L111"></a><tt class="py-lineno"> 111</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L112"></a><tt class="py-lineno"> 112</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L113"></a><tt class="py-lineno"> 113</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls',0)</tt> </tt>
<a name="L114"></a><tt class="py-lineno"> 114</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; to_xls(a,'data_test_copy.xls')</tt> </tt>
<a name="L115"></a><tt class="py-lineno"> 115</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; b = from_xls('data_test_copy.xls')</tt> </tt>
<a name="L116"></a><tt class="py-lineno"> 116</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a == b</tt> </tt>
<a name="L117"></a><tt class="py-lineno"> 117</tt>  <tt class="py-line"><tt class="py-docstring">    True</tt> </tt>
<a name="L118"></a><tt class="py-lineno"> 118</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L119"></a><tt class="py-lineno"> 119</tt>  <tt class="py-line">    <tt class="py-name">wb</tt> <tt class="py-op">=</tt> <tt class="py-name">xlwt</tt><tt class="py-op">.</tt><tt class="py-name">Workbook</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
<a name="L120"></a><tt class="py-lineno"> 120</tt>  <tt class="py-line">    <tt class="py-name">ws</tt> <tt class="py-op">=</tt> <tt class="py-name">wb</tt><tt class="py-op">.</tt><tt class="py-name">add_sheet</tt><tt class="py-op">(</tt><tt class="py-name">sheet_name</tt><tt class="py-op">)</tt> </tt>
<a name="L121"></a><tt class="py-lineno"> 121</tt>  <tt class="py-line">    <tt class="py-comment"># Caso rd_data_col</tt> </tt>
<a name="L122"></a><tt class="py-lineno"> 122</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt> <tt class="py-keyword">and</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> <tt class="py-op">==</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L123"></a><tt class="py-lineno"> 123</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L124"></a><tt class="py-lineno"> 124</tt>  <tt class="py-line">            <tt class="py-name">ws</tt><tt class="py-op">.</tt><tt class="py-name">write</tt><tt class="py-op">(</tt><tt class="py-name">rx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-number">0</tt><tt class="py-op">,</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L125"></a><tt class="py-lineno"> 125</tt>  <tt class="py-line">            <tt class="py-name">ws</tt><tt class="py-op">.</tt><tt class="py-name">write</tt><tt class="py-op">(</tt><tt class="py-name">rx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L126"></a><tt class="py-lineno"> 126</tt>  <tt class="py-line">            <tt class="py-name">ws</tt><tt class="py-op">.</tt><tt class="py-name">write</tt><tt class="py-op">(</tt><tt class="py-name">rx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-number">2</tt><tt class="py-op">,</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L127"></a><tt class="py-lineno"> 127</tt>  <tt class="py-line">    <tt class="py-comment"># TODO Caso rd_col</tt> </tt>
<a name="L128"></a><tt class="py-lineno"> 128</tt>  <tt class="py-line">    <tt class="py-comment"># Caso datos anuales</tt> </tt>
<a name="L129"></a><tt class="py-lineno"> 129</tt>  <tt class="py-line">    <tt class="py-keyword">elif</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> </tt>
<a name="L130"></a><tt class="py-lineno"> 130</tt>  <tt class="py-line">        <tt class="py-comment"># Escribir label</tt> </tt>
<a name="L131"></a><tt class="py-lineno"> 131</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L132"></a><tt class="py-lineno"> 132</tt>  <tt class="py-line">            <tt class="py-name">ws</tt><tt class="py-op">.</tt><tt class="py-name">write</tt><tt class="py-op">(</tt><tt class="py-number">0</tt><tt class="py-op">,</tt> <tt class="py-name">cx</tt><tt class="py-op">,</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L133"></a><tt class="py-lineno"> 133</tt>  <tt class="py-line">        <tt class="py-comment"># Escribir yr,datos</tt> </tt>
<a name="L134"></a><tt class="py-lineno"> 134</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L135"></a><tt class="py-lineno"> 135</tt>  <tt class="py-line">            <tt class="py-name">ws</tt><tt class="py-op">.</tt><tt class="py-name">write</tt><tt class="py-op">(</tt><tt class="py-name">rx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-number">0</tt><tt class="py-op">,</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L136"></a><tt class="py-lineno"> 136</tt>  <tt class="py-line">            <tt class="py-name">ws</tt><tt class="py-op">.</tt><tt class="py-name">write</tt><tt class="py-op">(</tt><tt class="py-name">rx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L137"></a><tt class="py-lineno"> 137</tt>  <tt class="py-line">    <tt class="py-comment"># Caso datos mensuales</tt> </tt>
<a name="L138"></a><tt class="py-lineno"> 138</tt>  <tt class="py-line">    <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L139"></a><tt class="py-lineno"> 139</tt>  <tt class="py-line">        <tt class="py-comment"># Escribir label</tt> </tt>
<a name="L140"></a><tt class="py-lineno"> 140</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L141"></a><tt class="py-lineno"> 141</tt>  <tt class="py-line">            <tt class="py-name">ws</tt><tt class="py-op">.</tt><tt class="py-name">write</tt><tt class="py-op">(</tt><tt class="py-number">0</tt><tt class="py-op">,</tt> <tt class="py-name">cx</tt><tt class="py-op">,</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L142"></a><tt class="py-lineno"> 142</tt>  <tt class="py-line">        <tt class="py-comment"># Escribir yr</tt> </tt>
<a name="L143"></a><tt class="py-lineno"> 143</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L144"></a><tt class="py-lineno"> 144</tt>  <tt class="py-line">            <tt class="py-name">ws</tt><tt class="py-op">.</tt><tt class="py-name">write</tt><tt class="py-op">(</tt><tt class="py-name">rx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-number">0</tt><tt class="py-op">,</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L145"></a><tt class="py-lineno"> 145</tt>  <tt class="py-line">        <tt class="py-comment"># Escribir datos</tt> </tt>
<a name="L146"></a><tt class="py-lineno"> 146</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L147"></a><tt class="py-lineno"> 147</tt>  <tt class="py-line">            <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L148"></a><tt class="py-lineno"> 148</tt>  <tt class="py-line">                <tt class="py-name">ws</tt><tt class="py-op">.</tt><tt class="py-name">write</tt><tt class="py-op">(</tt><tt class="py-name">rx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-name">cx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L149"></a><tt class="py-lineno"> 149</tt>  <tt class="py-line">    <tt class="py-name">wb</tt><tt class="py-op">.</tt><tt class="py-name">save</tt><tt class="py-op">(</tt><tt class="py-name">file_name</tt><tt class="py-op">)</tt> </tt>
</div><a name="L150"></a><tt class="py-lineno"> 150</tt>  <tt class="py-line"> </tt>
<a name="L151"></a><tt class="py-lineno"> 151</tt>  <tt class="py-line"> </tt>
<a name="L152"></a><tt class="py-lineno"> 152</tt>  <tt class="py-line"><tt class="py-comment"># Transforma la matriz de datos en un vector de datos</tt> </tt>
<a name="L153"></a><tt class="py-lineno"> 153</tt>  <tt class="py-line"><tt class="py-comment"># TODO refactorizar</tt> </tt>
<a name="rd_data_col"></a><div id="rd_data_col-def"><a name="L154"></a><tt class="py-lineno"> 154</tt> <a class="py-toggle" href="#" id="rd_data_col-toggle" onclick="return toggle('rd_data_col');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#rd_data_col">rd_data_col</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">cx</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt><tt class="py-param">lost_OK</tt><tt class="py-op">=</tt><tt class="py-name">False</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="rd_data_col-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="rd_data_col-expanded"><a name="L155"></a><tt class="py-lineno"> 155</tt>  <tt class="py-line">    <tt class="py-docstring">""" Genera una matriz con datos de la columna cx</tt> </tt>
<a name="L156"></a><tt class="py-lineno"> 156</tt>  <tt class="py-line"><tt class="py-docstring">    Si no se especifica cx genera una matriz con todos los datos</tt> </tt>
<a name="L157"></a><tt class="py-lineno"> 157</tt>  <tt class="py-line"><tt class="py-docstring">    en una sola columna.</tt> </tt>
<a name="L158"></a><tt class="py-lineno"> 158</tt>  <tt class="py-line"><tt class="py-docstring">    Los a&#241;os y etiquetas concuerdan con los del dato de la columna cx.</tt> </tt>
<a name="L159"></a><tt class="py-lineno"> 159</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L160"></a><tt class="py-lineno"> 160</tt>  <tt class="py-line"><tt class="py-docstring">    @param cx: Indice de la columna a leer</tt> </tt>
<a name="L161"></a><tt class="py-lineno"> 161</tt>  <tt class="py-line"><tt class="py-docstring">        Si cx=None extra todas las columnas </tt> </tt>
<a name="L162"></a><tt class="py-lineno"> 162</tt>  <tt class="py-line"><tt class="py-docstring">    @type cx: int</tt> </tt>
<a name="L163"></a><tt class="py-lineno"> 163</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Matriz de datos con la columna especificada</tt> </tt>
<a name="L164"></a><tt class="py-lineno"> 164</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: Matriz de datos</tt> </tt>
<a name="L165"></a><tt class="py-lineno"> 165</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L166"></a><tt class="py-lineno"> 166</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L167"></a><tt class="py-lineno"> 167</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L168"></a><tt class="py-lineno"> 168</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls') # Lee sheet 0 (mensual)</tt> </tt>
<a name="L169"></a><tt class="py-lineno"> 169</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; [a[1][0][11],a[1][1][11],a[1][2][11]]</tt> </tt>
<a name="L170"></a><tt class="py-lineno"> 170</tt>  <tt class="py-line"><tt class="py-docstring">    [12.1, 13.1, '']</tt> </tt>
<a name="L171"></a><tt class="py-lineno"> 171</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; rd_data_col(a,11)[1] # Datos Diciembre</tt> </tt>
<a name="L172"></a><tt class="py-lineno"> 172</tt>  <tt class="py-line"><tt class="py-docstring">    [12.1, 13.1]</tt> </tt>
<a name="L173"></a><tt class="py-lineno"> 173</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; rd_data_col(a,11,lost_OK=True)[1] # Datos Diciembre</tt> </tt>
<a name="L174"></a><tt class="py-lineno"> 174</tt>  <tt class="py-line"><tt class="py-docstring">    [12.1, 13.1, '']</tt> </tt>
<a name="L175"></a><tt class="py-lineno"> 175</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; rd_data_col(a,0)[1] # Datos enero</tt> </tt>
<a name="L176"></a><tt class="py-lineno"> 176</tt>  <tt class="py-line"><tt class="py-docstring">    [1.1000000000000001, 2.1000000000000001, 3.1000000000000001]</tt> </tt>
<a name="L177"></a><tt class="py-lineno"> 177</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; rd_data_col(a,0)[2]</tt> </tt>
<a name="L178"></a><tt class="py-lineno"> 178</tt>  <tt class="py-line"><tt class="py-docstring">    [u'YEAR', u'JAN']</tt> </tt>
<a name="L179"></a><tt class="py-lineno"> 179</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; rd_data_col(a,0)[3]</tt> </tt>
<a name="L180"></a><tt class="py-lineno"> 180</tt>  <tt class="py-line"><tt class="py-docstring">    [u'JAN', u'JAN', u'JAN']</tt> </tt>
<a name="L181"></a><tt class="py-lineno"> 181</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; rd_data_col(a,0)[0]</tt> </tt>
<a name="L182"></a><tt class="py-lineno"> 182</tt>  <tt class="py-line"><tt class="py-docstring">    [1950.0, 1951.0, 1952.0]</tt> </tt>
<a name="L183"></a><tt class="py-lineno"> 183</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L184"></a><tt class="py-lineno"> 184</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L185"></a><tt class="py-lineno"> 185</tt>  <tt class="py-line">    <tt class="py-name">yrs_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L186"></a><tt class="py-lineno"> 186</tt>  <tt class="py-line">    <tt class="py-name">label_data_in</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">:</tt><tt class="py-op">]</tt> <tt class="py-comment"># Elimina etiqueta u'Year'</tt> </tt>
<a name="L187"></a><tt class="py-lineno"> 187</tt>  <tt class="py-line">    <tt class="py-name">label_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">]</tt> <tt class="py-comment"># Agrega etiqueta u'Year'</tt> </tt>
<a name="L188"></a><tt class="py-lineno"> 188</tt>  <tt class="py-line">    <tt class="py-name">label_data_c</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L189"></a><tt class="py-lineno"> 189</tt>  <tt class="py-line">    <tt class="py-comment"># Caso extrae todos los datos a una columna</tt> </tt>
<a name="L190"></a><tt class="py-lineno"> 190</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">cx</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L191"></a><tt class="py-lineno"> 191</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L192"></a><tt class="py-lineno"> 192</tt>  <tt class="py-line">            <tt class="py-comment"># Caso matriz de datos con solo 1 columna</tt> </tt>
<a name="L193"></a><tt class="py-lineno"> 193</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> </tt>
<a name="L194"></a><tt class="py-lineno"> 194</tt>  <tt class="py-line">                <tt class="py-comment"># No agrega fila con datos faltantes</tt> </tt>
<a name="L195"></a><tt class="py-lineno"> 195</tt>  <tt class="py-line">                <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L196"></a><tt class="py-lineno"> 196</tt>  <tt class="py-line">                    <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L197"></a><tt class="py-lineno"> 197</tt>  <tt class="py-line">                    <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L198"></a><tt class="py-lineno"> 198</tt>  <tt class="py-line">                    <tt class="py-name">label_data_c</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L199"></a><tt class="py-lineno"> 199</tt>  <tt class="py-line">                <tt class="py-comment"># Agrega fila con datos faltantes s&#243;lo si se solicita explicitamente</tt> </tt>
<a name="L200"></a><tt class="py-lineno"> 200</tt>  <tt class="py-line">                <tt class="py-keyword">elif</tt> <tt class="py-name">lost_OK</tt><tt class="py-op">:</tt> </tt>
<a name="L201"></a><tt class="py-lineno"> 201</tt>  <tt class="py-line">                    <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L202"></a><tt class="py-lineno"> 202</tt>  <tt class="py-line">                    <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L203"></a><tt class="py-lineno"> 203</tt>  <tt class="py-line">                    <tt class="py-name">label_data_c</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L204"></a><tt class="py-lineno"> 204</tt>  <tt class="py-line">                <tt class="py-comment"># A&#241;ade etiqueta de la columna</tt> </tt>
<a name="L205"></a><tt class="py-lineno"> 205</tt>  <tt class="py-line">                <tt class="py-keyword">if</tt> <tt class="py-name">rx</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt><tt class="py-op">:</tt> </tt>
<a name="L206"></a><tt class="py-lineno"> 206</tt>  <tt class="py-line">                    <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L207"></a><tt class="py-lineno"> 207</tt>  <tt class="py-line">            <tt class="py-comment"># Caso matriz de datos todas las columnas</tt> </tt>
<a name="L208"></a><tt class="py-lineno"> 208</tt>  <tt class="py-line">            <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L209"></a><tt class="py-lineno"> 209</tt>  <tt class="py-line">                <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L210"></a><tt class="py-lineno"> 210</tt>  <tt class="py-line">                    <tt class="py-comment"># No agrega datos faltantes</tt> </tt>
<a name="L211"></a><tt class="py-lineno"> 211</tt>  <tt class="py-line">                    <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L212"></a><tt class="py-lineno"> 212</tt>  <tt class="py-line">                        <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L213"></a><tt class="py-lineno"> 213</tt>  <tt class="py-line">                        <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L214"></a><tt class="py-lineno"> 214</tt>  <tt class="py-line">                        <tt class="py-name">label_data_c</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L215"></a><tt class="py-lineno"> 215</tt>  <tt class="py-line">                    <tt class="py-comment"># Agrega datos faltantes s&#243;lo si se solicita explicitamente</tt> </tt>
<a name="L216"></a><tt class="py-lineno"> 216</tt>  <tt class="py-line">                    <tt class="py-keyword">elif</tt> <tt class="py-name">lost_OK</tt><tt class="py-op">:</tt> </tt>
<a name="L217"></a><tt class="py-lineno"> 217</tt>  <tt class="py-line">                        <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L218"></a><tt class="py-lineno"> 218</tt>  <tt class="py-line">                        <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L219"></a><tt class="py-lineno"> 219</tt>  <tt class="py-line">                        <tt class="py-name">label_data_c</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L220"></a><tt class="py-lineno"> 220</tt>  <tt class="py-line">                    <tt class="py-comment"># A&#241;ade etiqueta de la columna</tt> </tt>
<a name="L221"></a><tt class="py-lineno"> 221</tt>  <tt class="py-line">                    <tt class="py-keyword">if</tt> <tt class="py-name">rx</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt><tt class="py-op">:</tt> </tt>
<a name="L222"></a><tt class="py-lineno"> 222</tt>  <tt class="py-line">                        <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L223"></a><tt class="py-lineno"> 223</tt>  <tt class="py-line">    <tt class="py-comment"># Caso cx no es un entero</tt> </tt>
<a name="L224"></a><tt class="py-lineno"> 224</tt>  <tt class="py-line">    <tt class="py-keyword">elif</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">cx</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">int</tt><tt class="py-op">:</tt> </tt>
<a name="L225"></a><tt class="py-lineno"> 225</tt>  <tt class="py-line">        <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"cx no v&#225;lido"</tt> </tt>
<a name="L226"></a><tt class="py-lineno"> 226</tt>  <tt class="py-line">    <tt class="py-comment"># Caso matriz de datos con solo 1 columna</tt> </tt>
<a name="L227"></a><tt class="py-lineno"> 227</tt>  <tt class="py-line">    <tt class="py-keyword">elif</tt> <tt class="py-name">cx</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt> <tt class="py-keyword">and</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> </tt>
<a name="L228"></a><tt class="py-lineno"> 228</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L229"></a><tt class="py-lineno"> 229</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L230"></a><tt class="py-lineno"> 230</tt>  <tt class="py-line">                <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L231"></a><tt class="py-lineno"> 231</tt>  <tt class="py-line">                <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L232"></a><tt class="py-lineno"> 232</tt>  <tt class="py-line">                <tt class="py-name">label_data_c</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L233"></a><tt class="py-lineno"> 233</tt>  <tt class="py-line">            <tt class="py-comment"># Agrega fila con datos faltantes s&#243;lo si se solicita explicitamente</tt> </tt>
<a name="L234"></a><tt class="py-lineno"> 234</tt>  <tt class="py-line">            <tt class="py-keyword">elif</tt> <tt class="py-name">lost_OK</tt><tt class="py-op">:</tt> </tt>
<a name="L235"></a><tt class="py-lineno"> 235</tt>  <tt class="py-line">                <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L236"></a><tt class="py-lineno"> 236</tt>  <tt class="py-line">                <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L237"></a><tt class="py-lineno"> 237</tt>  <tt class="py-line">                <tt class="py-name">label_data_c</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L238"></a><tt class="py-lineno"> 238</tt>  <tt class="py-line">            <tt class="py-comment"># A&#241;ade etiqueta de la columna</tt> </tt>
<a name="L239"></a><tt class="py-lineno"> 239</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">rx</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt><tt class="py-op">:</tt> </tt>
<a name="L240"></a><tt class="py-lineno"> 240</tt>  <tt class="py-line">                <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L241"></a><tt class="py-lineno"> 241</tt>  <tt class="py-line">    <tt class="py-comment"># Caso extrae los datos la columna cx</tt> </tt>
<a name="L242"></a><tt class="py-lineno"> 242</tt>  <tt class="py-line">    <tt class="py-keyword">elif</tt> <tt class="py-number">0</tt> <tt class="py-op">&lt;=</tt> <tt class="py-name">cx</tt> <tt class="py-op">&lt;</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L243"></a><tt class="py-lineno"> 243</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L244"></a><tt class="py-lineno"> 244</tt>  <tt class="py-line">            <tt class="py-comment"># No agrega datos faltantes</tt> </tt>
<a name="L245"></a><tt class="py-lineno"> 245</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L246"></a><tt class="py-lineno"> 246</tt>  <tt class="py-line">                <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L247"></a><tt class="py-lineno"> 247</tt>  <tt class="py-line">                <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L248"></a><tt class="py-lineno"> 248</tt>  <tt class="py-line">                <tt class="py-name">label_data_c</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L249"></a><tt class="py-lineno"> 249</tt>  <tt class="py-line">            <tt class="py-comment"># Agrega datos faltantes s&#243;lo si se solicita explicitamente</tt> </tt>
<a name="L250"></a><tt class="py-lineno"> 250</tt>  <tt class="py-line">            <tt class="py-keyword">elif</tt> <tt class="py-name">lost_OK</tt><tt class="py-op">:</tt> </tt>
<a name="L251"></a><tt class="py-lineno"> 251</tt>  <tt class="py-line">                <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L252"></a><tt class="py-lineno"> 252</tt>  <tt class="py-line">                <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L253"></a><tt class="py-lineno"> 253</tt>  <tt class="py-line">                <tt class="py-name">label_data_c</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L254"></a><tt class="py-lineno"> 254</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">rx</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt><tt class="py-op">:</tt> </tt>
<a name="L255"></a><tt class="py-lineno"> 255</tt>  <tt class="py-line">                <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L256"></a><tt class="py-lineno"> 256</tt>  <tt class="py-line">    <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L257"></a><tt class="py-lineno"> 257</tt>  <tt class="py-line">        <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"cx fuera de rango"</tt> </tt>
<a name="L258"></a><tt class="py-lineno"> 258</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt><tt class="py-op">,</tt><tt class="py-name">label_data_c</tt> </tt>
</div><a name="L259"></a><tt class="py-lineno"> 259</tt>  <tt class="py-line"> </tt>
<a name="L260"></a><tt class="py-lineno"> 260</tt>  <tt class="py-line"><tt class="py-comment"># Transforma la matriz de datos en un vector de datos</tt> </tt>
<a name="rd_col"></a><div id="rd_col-def"><a name="L261"></a><tt class="py-lineno"> 261</tt> <a class="py-toggle" href="#" id="rd_col-toggle" onclick="return toggle('rd_col');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#rd_col">rd_col</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">cx</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="rd_col-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="rd_col-expanded"><a name="L262"></a><tt class="py-lineno"> 262</tt>  <tt class="py-line">    <tt class="py-docstring">""" Genera una matriz con datos de la columna cx</tt> </tt>
<a name="L263"></a><tt class="py-lineno"> 263</tt>  <tt class="py-line"><tt class="py-docstring">    Si no se especifica cx genera una matriz con todos los datos</tt> </tt>
<a name="L264"></a><tt class="py-lineno"> 264</tt>  <tt class="py-line"><tt class="py-docstring">    en una sola columna</tt> </tt>
<a name="L265"></a><tt class="py-lineno"> 265</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L266"></a><tt class="py-lineno"> 266</tt>  <tt class="py-line"><tt class="py-docstring">    @param cx: Indice de la columna a leer</tt> </tt>
<a name="L267"></a><tt class="py-lineno"> 267</tt>  <tt class="py-line"><tt class="py-docstring">        Si cx=None extra todas las columnas </tt> </tt>
<a name="L268"></a><tt class="py-lineno"> 268</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Matriz de datos con la columna especificada</tt> </tt>
<a name="L269"></a><tt class="py-lineno"> 269</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: Matriz de datos</tt> </tt>
<a name="L270"></a><tt class="py-lineno"> 270</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Obsoleto preferir rd_data_col</tt> </tt>
<a name="L271"></a><tt class="py-lineno"> 271</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L272"></a><tt class="py-lineno"> 272</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L273"></a><tt class="py-lineno"> 273</tt>  <tt class="py-line">    <tt class="py-name">yrs_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L274"></a><tt class="py-lineno"> 274</tt>  <tt class="py-line">    <tt class="py-name">label_data_in</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">:</tt><tt class="py-op">]</tt> <tt class="py-comment"># Elimina etiqueta u'Year'</tt> </tt>
<a name="L275"></a><tt class="py-lineno"> 275</tt>  <tt class="py-line">    <tt class="py-name">label_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L276"></a><tt class="py-lineno"> 276</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">cx</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L277"></a><tt class="py-lineno"> 277</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L278"></a><tt class="py-lineno"> 278</tt>  <tt class="py-line">            <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L279"></a><tt class="py-lineno"> 279</tt>  <tt class="py-line">                <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L280"></a><tt class="py-lineno"> 280</tt>  <tt class="py-line">                <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L281"></a><tt class="py-lineno"> 281</tt>  <tt class="py-line">                <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L282"></a><tt class="py-lineno"> 282</tt>  <tt class="py-line">        <tt class="py-keyword">return</tt> <tt class="py-op">(</tt><tt class="py-name">yrs_data</tt><tt class="py-op">,</tt>  </tt>
<a name="L283"></a><tt class="py-lineno"> 283</tt>  <tt class="py-line">                <tt class="py-name">valores</tt><tt class="py-op">,</tt>  </tt>
<a name="L284"></a><tt class="py-lineno"> 284</tt>  <tt class="py-line">                <tt class="py-op">[</tt><tt class="py-string">u'Year'</tt><tt class="py-op">,</tt><tt class="py-op">[</tt><tt class="py-string">u'Value'</tt><tt class="py-op">,</tt><tt class="py-string">u'Month'</tt><tt class="py-op">]</tt><tt class="py-op">]</tt><tt class="py-op">,</tt>  </tt>
<a name="L285"></a><tt class="py-lineno"> 285</tt>  <tt class="py-line">                <tt class="py-name">label_data</tt><tt class="py-op">)</tt> </tt>
<a name="L286"></a><tt class="py-lineno"> 286</tt>  <tt class="py-line">    <tt class="py-keyword">elif</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">cx</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">int</tt><tt class="py-op">:</tt> </tt>
<a name="L287"></a><tt class="py-lineno"> 287</tt>  <tt class="py-line">        <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"cx no v&#225;lido"</tt> </tt>
<a name="L288"></a><tt class="py-lineno"> 288</tt>  <tt class="py-line">    <tt class="py-keyword">elif</tt> <tt class="py-number">0</tt> <tt class="py-op">&lt;=</tt> <tt class="py-name">cx</tt> <tt class="py-op">&lt;</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L289"></a><tt class="py-lineno"> 289</tt>  <tt class="py-line">        <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L290"></a><tt class="py-lineno"> 290</tt>  <tt class="py-line">        <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label_data_in</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L291"></a><tt class="py-lineno"> 291</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L292"></a><tt class="py-lineno"> 292</tt>  <tt class="py-line">             <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L293"></a><tt class="py-lineno"> 293</tt>  <tt class="py-line">             <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L294"></a><tt class="py-lineno"> 294</tt>  <tt class="py-line">        <tt class="py-keyword">return</tt> <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> </tt>
<a name="L295"></a><tt class="py-lineno"> 295</tt>  <tt class="py-line">    <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L296"></a><tt class="py-lineno"> 296</tt>  <tt class="py-line">        <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"cx fuera de rango"</tt> </tt>
</div><a name="L297"></a><tt class="py-lineno"> 297</tt>  <tt class="py-line">         </tt>
<a name="L298"></a><tt class="py-lineno"> 298</tt>  <tt class="py-line"> </tt>
<a name="L299"></a><tt class="py-lineno"> 299</tt>  <tt class="py-line"><tt class="py-comment"># Transforma matriz de datos de a&#241;o calendario a hidrol&#243;gico</tt> </tt>
<a name="hidro_yr"></a><div id="hidro_yr-def"><a name="L300"></a><tt class="py-lineno"> 300</tt> <a class="py-toggle" href="#" id="hidro_yr-toggle" onclick="return toggle('hidro_yr');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#hidro_yr">hidro_yr</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">estiaje</tt><tt class="py-op">=</tt><tt class="py-number">4</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="hidro_yr-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="hidro_yr-expanded"><a name="L301"></a><tt class="py-lineno"> 301</tt>  <tt class="py-line">    <tt class="py-docstring">"""</tt> </tt>
<a name="L302"></a><tt class="py-lineno"> 302</tt>  <tt class="py-line"><tt class="py-docstring">    Transforma matriz de datos mensuales</tt> </tt>
<a name="L303"></a><tt class="py-lineno"> 303</tt>  <tt class="py-line"><tt class="py-docstring">    desde A&#241;o calendario a A&#241;o hidrol&#243;gico</tt> </tt>
<a name="L304"></a><tt class="py-lineno"> 304</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L305"></a><tt class="py-lineno"> 305</tt>  <tt class="py-line"><tt class="py-docstring">    @param estiaje: Mes m&#225;s seco del a&#241;o a partir de los datos hist&#243;ricos</tt> </tt>
<a name="L306"></a><tt class="py-lineno"> 306</tt>  <tt class="py-line"><tt class="py-docstring">    @type estiaje: entero entre (1 ... 12) Enero a Diciembre</tt> </tt>
<a name="L307"></a><tt class="py-lineno"> 307</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Matriz de datos transformados a a&#241;o hidrol&#243;gico</tt> </tt>
<a name="L308"></a><tt class="py-lineno"> 308</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: Matriz de datos</tt> </tt>
<a name="L309"></a><tt class="py-lineno"> 309</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L310"></a><tt class="py-lineno"> 310</tt>  <tt class="py-line">    <tt class="py-name">iestiaje</tt> <tt class="py-op">=</tt> <tt class="py-name">estiaje</tt> <tt class="py-op">-</tt> <tt class="py-number">1</tt> </tt>
<a name="L311"></a><tt class="py-lineno"> 311</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L312"></a><tt class="py-lineno"> 312</tt>  <tt class="py-line">    <tt class="py-name">yrs_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L313"></a><tt class="py-lineno"> 313</tt>  <tt class="py-line">    <tt class="py-comment"># Rellena label</tt> </tt>
<a name="L314"></a><tt class="py-lineno"> 314</tt>  <tt class="py-line">    <tt class="py-name">label_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">]</tt>   <tt class="py-comment"># Etiqueta de Yr</tt> </tt>
<a name="L315"></a><tt class="py-lineno"> 315</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">iestiaje</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">,</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L316"></a><tt class="py-lineno"> 316</tt>  <tt class="py-line">        <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L317"></a><tt class="py-lineno"> 317</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-number">1</tt><tt class="py-op">,</tt><tt class="py-name">iestiaje</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L318"></a><tt class="py-lineno"> 318</tt>  <tt class="py-line">        <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L319"></a><tt class="py-lineno"> 319</tt>  <tt class="py-line">    <tt class="py-comment"># Rellena valores y a&#241;os</tt> </tt>
<a name="L320"></a><tt class="py-lineno"> 320</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">-</tt><tt class="py-number">1</tt><tt class="py-op">)</tt><tt class="py-op">:</tt>       <tt class="py-comment"># Ultimo a&#241;o se omite</tt> </tt>
<a name="L321"></a><tt class="py-lineno"> 321</tt>  <tt class="py-line">        <tt class="py-name">valores_yr</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iestiaje</tt><tt class="py-op">:</tt><tt class="py-op">]</tt>  <tt class="py-comment"># A partir del estiaje</tt> </tt>
<a name="L322"></a><tt class="py-lineno"> 322</tt>  <tt class="py-line">        <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt>        <tt class="py-comment"># A&#241;o inicio estiaje</tt> </tt>
<a name="L323"></a><tt class="py-lineno"> 323</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">iestiaje</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L324"></a><tt class="py-lineno"> 324</tt>  <tt class="py-line">            <tt class="py-name">valores_yr</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt>    <tt class="py-comment"># Hasta estiaje</tt> </tt>
<a name="L325"></a><tt class="py-lineno"> 325</tt>  <tt class="py-line">        <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">valores_yr</tt><tt class="py-op">)</tt>                  <tt class="py-comment"># prox a&#241;o</tt> </tt>
<a name="L326"></a><tt class="py-lineno"> 326</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> </tt>
</div><a name="L327"></a><tt class="py-lineno"> 327</tt>  <tt class="py-line"> </tt>
<a name="L328"></a><tt class="py-lineno"> 328</tt>  <tt class="py-line"><tt class="py-comment"># Crea un vector de datos con vol&#250;men anual</tt> </tt>
<a name="vol_yr"></a><div id="vol_yr-def"><a name="L329"></a><tt class="py-lineno"> 329</tt> <a class="py-toggle" href="#" id="vol_yr-toggle" onclick="return toggle('vol_yr');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#vol_yr">vol_yr</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">years</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="vol_yr-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="vol_yr-expanded"><a name="L330"></a><tt class="py-lineno"> 330</tt>  <tt class="py-line">    <tt class="py-docstring">""" Crea un vector de datos con volumen anual</tt> </tt>
<a name="L331"></a><tt class="py-lineno"> 331</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L332"></a><tt class="py-lineno"> 332</tt>  <tt class="py-line"><tt class="py-docstring">    @type data: Datos de caudales mensuales</tt> </tt>
<a name="L333"></a><tt class="py-lineno"> 333</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Datos de vol&#250;menes anuales</tt> </tt>
<a name="L334"></a><tt class="py-lineno"> 334</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: Matriz de datos</tt> </tt>
<a name="L335"></a><tt class="py-lineno"> 335</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L336"></a><tt class="py-lineno"> 336</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L337"></a><tt class="py-lineno"> 337</tt>  <tt class="py-line">    <tt class="py-name">yrs_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L338"></a><tt class="py-lineno"> 338</tt>  <tt class="py-line">    <tt class="py-name">seg_day</tt> <tt class="py-op">=</tt> <tt class="py-number">60</tt> <tt class="py-op">*</tt> <tt class="py-number">60</tt> <tt class="py-op">*</tt> <tt class="py-number">24.0</tt> </tt>
<a name="L339"></a><tt class="py-lineno"> 339</tt>  <tt class="py-line">    <tt class="py-name">MM</tt> <tt class="py-op">=</tt> <tt class="py-number">1.0e6</tt> </tt>
<a name="L340"></a><tt class="py-lineno"> 340</tt>  <tt class="py-line">    <tt class="py-name">label_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">,</tt> <tt class="py-string">u'Vol[MMm3]'</tt><tt class="py-op">]</tt> </tt>
<a name="L341"></a><tt class="py-lineno"> 341</tt>  <tt class="py-line">    <tt class="py-name">meses</tt> <tt class="py-op">=</tt> <tt class="py-op">{</tt><tt class="py-string">u'JAN'</tt><tt class="py-op">:</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-string">u'FEB'</tt><tt class="py-op">:</tt><tt class="py-number">2</tt><tt class="py-op">,</tt> <tt class="py-string">u'MAR'</tt><tt class="py-op">:</tt><tt class="py-number">3</tt><tt class="py-op">,</tt> <tt class="py-string">u'APR'</tt><tt class="py-op">:</tt><tt class="py-number">4</tt><tt class="py-op">,</tt> </tt>
<a name="L342"></a><tt class="py-lineno"> 342</tt>  <tt class="py-line">             <tt class="py-string">u'MAY'</tt><tt class="py-op">:</tt><tt class="py-number">5</tt><tt class="py-op">,</tt> <tt class="py-string">u'JUN'</tt><tt class="py-op">:</tt><tt class="py-number">6</tt><tt class="py-op">,</tt> <tt class="py-string">u'JUL'</tt><tt class="py-op">:</tt><tt class="py-number">7</tt><tt class="py-op">,</tt> <tt class="py-string">u'AUG'</tt><tt class="py-op">:</tt><tt class="py-number">8</tt><tt class="py-op">,</tt>  </tt>
<a name="L343"></a><tt class="py-lineno"> 343</tt>  <tt class="py-line">             <tt class="py-string">u'SEP'</tt><tt class="py-op">:</tt><tt class="py-number">9</tt><tt class="py-op">,</tt> <tt class="py-string">u'OCT'</tt><tt class="py-op">:</tt><tt class="py-number">10</tt><tt class="py-op">,</tt> <tt class="py-string">u'NOV'</tt><tt class="py-op">:</tt><tt class="py-number">11</tt><tt class="py-op">,</tt> <tt class="py-string">u'DEC'</tt><tt class="py-op">:</tt><tt class="py-number">12</tt><tt class="py-op">}</tt> </tt>
<a name="L344"></a><tt class="py-lineno"> 344</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">years</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L345"></a><tt class="py-lineno"> 345</tt>  <tt class="py-line">        <tt class="py-name">years</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt> </tt>
<a name="L346"></a><tt class="py-lineno"> 346</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">years</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> <tt class="py-comment"># Caso arg es un s&#243;lo a&#241;o</tt> </tt>
<a name="L347"></a><tt class="py-lineno"> 347</tt>  <tt class="py-line">        <tt class="py-name">years</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">years</tt><tt class="py-op">]</tt> </tt>
<a name="L348"></a><tt class="py-lineno"> 348</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">year</tt> <tt class="py-keyword">in</tt> <tt class="py-name">years</tt><tt class="py-op">:</tt>             </tt>
<a name="L349"></a><tt class="py-lineno"> 349</tt>  <tt class="py-line">        <tt class="py-name">rx</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">)</tt> </tt>
<a name="L350"></a><tt class="py-lineno"> 350</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">count</tt><tt class="py-op">(</tt><tt class="py-string">''</tt><tt class="py-op">)</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt><tt class="py-op">:</tt> </tt>
<a name="L351"></a><tt class="py-lineno"> 351</tt>  <tt class="py-line">            <tt class="py-name">year</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt> </tt>
<a name="L352"></a><tt class="py-lineno"> 352</tt>  <tt class="py-line">            <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">)</tt> </tt>
<a name="L353"></a><tt class="py-lineno"> 353</tt>  <tt class="py-line">            <tt class="py-name">sum</tt> <tt class="py-op">=</tt> <tt class="py-number">0.0</tt> </tt>
<a name="L354"></a><tt class="py-lineno"> 354</tt>  <tt class="py-line">            <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L355"></a><tt class="py-lineno"> 355</tt>  <tt class="py-line">                <tt class="py-name">mes</tt> <tt class="py-op">=</tt> <tt class="py-name">meses</tt><tt class="py-op">[</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">]</tt>      <tt class="py-comment"># data[2][0] = u'YEAR'</tt> </tt>
<a name="L356"></a><tt class="py-lineno"> 356</tt>  <tt class="py-line">                <tt class="py-name">first_day</tt> <tt class="py-op">=</tt> <tt class="py-name">datetime</tt><tt class="py-op">.</tt><tt class="py-name">date</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">,</tt> <tt class="py-name">mes</tt><tt class="py-op">,</tt> <tt class="py-number">1</tt><tt class="py-op">)</tt> </tt>
<a name="L357"></a><tt class="py-lineno"> 357</tt>  <tt class="py-line">                <tt class="py-keyword">if</tt> <tt class="py-name">mes</tt> <tt class="py-op">==</tt> <tt class="py-number">12</tt><tt class="py-op">:</tt> </tt>
<a name="L358"></a><tt class="py-lineno"> 358</tt>  <tt class="py-line">                    <tt class="py-name">year</tt> <tt class="py-op">+=</tt> <tt class="py-number">1</tt> </tt>
<a name="L359"></a><tt class="py-lineno"> 359</tt>  <tt class="py-line">                    <tt class="py-name">last_day</tt> <tt class="py-op">=</tt> <tt class="py-name">datetime</tt><tt class="py-op">.</tt><tt class="py-name">date</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">,</tt> <tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-number">1</tt><tt class="py-op">)</tt> </tt>
<a name="L360"></a><tt class="py-lineno"> 360</tt>  <tt class="py-line">                <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L361"></a><tt class="py-lineno"> 361</tt>  <tt class="py-line">                    <tt class="py-name">last_day</tt> <tt class="py-op">=</tt> <tt class="py-name">datetime</tt><tt class="py-op">.</tt><tt class="py-name">date</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">,</tt> <tt class="py-name">mes</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-number">1</tt><tt class="py-op">)</tt> </tt>
<a name="L362"></a><tt class="py-lineno"> 362</tt>  <tt class="py-line">                <tt class="py-name">delta_day</tt> <tt class="py-op">=</tt> <tt class="py-name">last_day</tt> <tt class="py-op">-</tt> <tt class="py-name">first_day</tt> </tt>
<a name="L363"></a><tt class="py-lineno"> 363</tt>  <tt class="py-line">                <tt class="py-name">sum</tt> <tt class="py-op">=</tt> <tt class="py-name">sum</tt> <tt class="py-op">+</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">*</tt> <tt class="py-name">delta_day</tt><tt class="py-op">.</tt><tt class="py-name">days</tt> <tt class="py-op">*</tt> <tt class="py-name">seg_day</tt>                     </tt>
<a name="L364"></a><tt class="py-lineno"> 364</tt>  <tt class="py-line">            <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">sum</tt> <tt class="py-op">/</tt> <tt class="py-name">MM</tt><tt class="py-op">)</tt> </tt>
<a name="L365"></a><tt class="py-lineno"> 365</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> </tt>
</div><a name="L366"></a><tt class="py-lineno"> 366</tt>  <tt class="py-line">     </tt>
<a name="L367"></a><tt class="py-lineno"> 367</tt>  <tt class="py-line">     </tt>
<a name="L368"></a><tt class="py-lineno"> 368</tt>  <tt class="py-line"><tt class="py-comment"># Extrae los datos de un a&#241;o espec&#237;fico</tt> </tt>
<a name="yr"></a><div id="yr-def"><a name="L369"></a><tt class="py-lineno"> 369</tt> <a class="py-toggle" href="#" id="yr-toggle" onclick="return toggle('yr');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#yr">yr</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">year</tt><tt class="py-op">,</tt><tt class="py-param">fill</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="yr-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="yr-expanded"><a name="L370"></a><tt class="py-lineno"> 370</tt>  <tt class="py-line">    <tt class="py-docstring">"""</tt> </tt>
<a name="L371"></a><tt class="py-lineno"> 371</tt>  <tt class="py-line"><tt class="py-docstring">    Extrae los datos de un a&#241;o especificado</tt> </tt>
<a name="L372"></a><tt class="py-lineno"> 372</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos mensuales</tt> </tt>
<a name="L373"></a><tt class="py-lineno"> 373</tt>  <tt class="py-line"><tt class="py-docstring">    @type data: Matriz de datos</tt> </tt>
<a name="L374"></a><tt class="py-lineno"> 374</tt>  <tt class="py-line"><tt class="py-docstring">    @param year: A&#241;o especificado</tt> </tt>
<a name="L375"></a><tt class="py-lineno"> 375</tt>  <tt class="py-line"><tt class="py-docstring">    @type year: int</tt> </tt>
<a name="L376"></a><tt class="py-lineno"> 376</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Datos mensuales del a&#241;o especificado</tt> </tt>
<a name="L377"></a><tt class="py-lineno"> 377</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: list</tt> </tt>
<a name="L378"></a><tt class="py-lineno"> 378</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L379"></a><tt class="py-lineno"> 379</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L380"></a><tt class="py-lineno"> 380</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L381"></a><tt class="py-lineno"> 381</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls', 2) # Lee sheet lost</tt> </tt>
<a name="L382"></a><tt class="py-lineno"> 382</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; yr(a, 1950)</tt> </tt>
<a name="L383"></a><tt class="py-lineno"> 383</tt>  <tt class="py-line"><tt class="py-docstring">    ['', 2.1000000000000001, 3.1000000000000001, 4.0999999999999996, 5.0999999999999996, 6.0999999999999996, 7.0999999999999996, 8.0999999999999996, '', 10.1, 11.1, 12.1]</tt> </tt>
<a name="L384"></a><tt class="py-lineno"> 384</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; yr(a, 1950,-9999)</tt> </tt>
<a name="L385"></a><tt class="py-lineno"> 385</tt>  <tt class="py-line"><tt class="py-docstring">    [-9999, 2.1000000000000001, 3.1000000000000001, 4.0999999999999996, 5.0999999999999996, 6.0999999999999996, 7.0999999999999996, 8.0999999999999996, -9999, 10.1, 11.1, 12.1]</tt> </tt>
<a name="L386"></a><tt class="py-lineno"> 386</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L387"></a><tt class="py-lineno"> 387</tt>  <tt class="py-line">    <tt class="py-name">iyear</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">)</tt> </tt>
<a name="L388"></a><tt class="py-lineno"> 388</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">count</tt><tt class="py-op">(</tt><tt class="py-string">''</tt><tt class="py-op">)</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt><tt class="py-op">:</tt> </tt>
<a name="L389"></a><tt class="py-lineno"> 389</tt>  <tt class="py-line">        <tt class="py-keyword">return</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt> </tt>
<a name="L390"></a><tt class="py-lineno"> 390</tt>  <tt class="py-line">    <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L391"></a><tt class="py-lineno"> 391</tt>  <tt class="py-line">        <tt class="py-name">aux</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L392"></a><tt class="py-lineno"> 392</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L393"></a><tt class="py-lineno"> 393</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">==</tt> <tt class="py-string">''</tt> <tt class="py-keyword">and</tt> <tt class="py-name">fill</tt> <tt class="py-op">!=</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L394"></a><tt class="py-lineno"> 394</tt>  <tt class="py-line">                <tt class="py-name">aux</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">fill</tt><tt class="py-op">)</tt>   <tt class="py-comment"># Si no hay dato pone fill</tt> </tt>
<a name="L395"></a><tt class="py-lineno"> 395</tt>  <tt class="py-line">            <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L396"></a><tt class="py-lineno"> 396</tt>  <tt class="py-line">                <tt class="py-name">aux</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L397"></a><tt class="py-lineno"> 397</tt>  <tt class="py-line">        <tt class="py-keyword">return</tt> <tt class="py-name">aux</tt> </tt>
</div><a name="L398"></a><tt class="py-lineno"> 398</tt>  <tt class="py-line">     </tt>
<a name="L399"></a><tt class="py-lineno"> 399</tt>  <tt class="py-line"> </tt>
<a name="L400"></a><tt class="py-lineno"> 400</tt>  <tt class="py-line"><tt class="py-comment"># Calcula el max, media y min de una matriz de datos</tt> </tt>
<a name="stad"></a><div id="stad-def"><a name="L401"></a><tt class="py-lineno"> 401</tt> <a class="py-toggle" href="#" id="stad-toggle" onclick="return toggle('stad');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#stad">stad</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">cx</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="stad-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="stad-expanded"><a name="L402"></a><tt class="py-lineno"> 402</tt>  <tt class="py-line">    <tt class="py-docstring">"""  Calcula el max, media y min de una matriz de datos</tt> </tt>
<a name="L403"></a><tt class="py-lineno"> 403</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L404"></a><tt class="py-lineno"> 404</tt>  <tt class="py-line"><tt class="py-docstring">    @param cx: Indice de la columna</tt> </tt>
<a name="L405"></a><tt class="py-lineno"> 405</tt>  <tt class="py-line"><tt class="py-docstring">    @return: (max, media, min)</tt> </tt>
<a name="L406"></a><tt class="py-lineno"> 406</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: tuple</tt> </tt>
<a name="L407"></a><tt class="py-lineno"> 407</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L408"></a><tt class="py-lineno"> 408</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L409"></a><tt class="py-lineno"> 409</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L410"></a><tt class="py-lineno"> 410</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls') # Lee sheet 0 (mensual)</tt> </tt>
<a name="L411"></a><tt class="py-lineno"> 411</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; stad(a)</tt> </tt>
<a name="L412"></a><tt class="py-lineno"> 412</tt>  <tt class="py-line"><tt class="py-docstring">    (13.1, 6.7666666666666639, 1.1000000000000001)</tt> </tt>
<a name="L413"></a><tt class="py-lineno"> 413</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L414"></a><tt class="py-lineno"> 414</tt>  <tt class="py-line">    <tt class="py-name">data_c</tt> <tt class="py-op">=</tt> <tt id="link-0" class="py-name" targets="Function hidro_data.rd_data_col()=hidro_data-module.html#rd_data_col"><a title="hidro_data.rd_data_col" class="py-name" href="#" onclick="return doclink('link-0', 'rd_data_col', 'link-0');">rd_data_col</a></tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">,</tt><tt class="py-name">cx</tt><tt class="py-op">)</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt>    <tt class="py-comment"># Utiliza la Fn rd_data_col</tt> </tt>
<a name="L415"></a><tt class="py-lineno"> 415</tt>  <tt class="py-line">    <tt class="py-name">aux</tt> <tt class="py-op">=</tt> <tt class="py-name">np</tt><tt class="py-op">.</tt><tt class="py-name">asarray</tt><tt class="py-op">(</tt><tt class="py-name">data_c</tt><tt class="py-op">,</tt> <tt class="py-name">dtype</tt><tt class="py-op">=</tt><tt class="py-string">'float64'</tt><tt class="py-op">)</tt> </tt>
<a name="L416"></a><tt class="py-lineno"> 416</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">aux</tt><tt class="py-op">.</tt><tt class="py-name">max</tt><tt class="py-op">(</tt><tt class="py-op">)</tt><tt class="py-op">,</tt><tt class="py-name">aux</tt><tt class="py-op">.</tt><tt class="py-name">mean</tt><tt class="py-op">(</tt><tt class="py-op">)</tt><tt class="py-op">,</tt><tt class="py-name">aux</tt><tt class="py-op">.</tt><tt class="py-name">min</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
</div><a name="L417"></a><tt class="py-lineno"> 417</tt>  <tt class="py-line">         </tt>
<a name="quartil"></a><div id="quartil-def"><a name="L418"></a><tt class="py-lineno"> 418</tt> <a class="py-toggle" href="#" id="quartil-toggle" onclick="return toggle('quartil');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#quartil">quartil</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">cx</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="quartil-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="quartil-expanded"><a name="L419"></a><tt class="py-lineno"> 419</tt>  <tt class="py-line">    <tt class="py-docstring">"""  De una matriz de datos return (1er_quartil, 4to_quartil)</tt> </tt>
<a name="L420"></a><tt class="py-lineno"> 420</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L421"></a><tt class="py-lineno"> 421</tt>  <tt class="py-line"><tt class="py-docstring">    @param cx: Indice de la columna</tt> </tt>
<a name="L422"></a><tt class="py-lineno"> 422</tt>  <tt class="py-line"><tt class="py-docstring">    @return: (1er_quartil, 4to_quartil)</tt> </tt>
<a name="L423"></a><tt class="py-lineno"> 423</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: tuple</tt> </tt>
<a name="L424"></a><tt class="py-lineno"> 424</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L425"></a><tt class="py-lineno"> 425</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L426"></a><tt class="py-lineno"> 426</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L427"></a><tt class="py-lineno"> 427</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls',0) # Lee sheet 0 (mensual)</tt> </tt>
<a name="L428"></a><tt class="py-lineno"> 428</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = concurrent(a,a) # Extrae a&#241;os completos</tt> </tt>
<a name="L429"></a><tt class="py-lineno"> 429</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; vol_a = vol_yr(a) # Calcula el volumen anual</tt> </tt>
<a name="L430"></a><tt class="py-lineno"> 430</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; quartil(vol_a)</tt> </tt>
<a name="L431"></a><tt class="py-lineno"> 431</tt>  <tt class="py-line"><tt class="py-docstring">    (216.8424, 232.61040000000003)</tt> </tt>
<a name="L432"></a><tt class="py-lineno"> 432</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L433"></a><tt class="py-lineno"> 433</tt>  <tt class="py-line">    <tt class="py-name">data_c</tt> <tt class="py-op">=</tt> <tt id="link-1" class="py-name"><a title="hidro_data.rd_data_col" class="py-name" href="#" onclick="return doclink('link-1', 'rd_data_col', 'link-0');">rd_data_col</a></tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">,</tt><tt class="py-name">cx</tt><tt class="py-op">)</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt>    <tt class="py-comment"># Utiliza la Fn rd_data_col    </tt> </tt>
<a name="L434"></a><tt class="py-lineno"> 434</tt>  <tt class="py-line">    <tt class="py-comment"># Agrega primer cuartil</tt> </tt>
<a name="L435"></a><tt class="py-lineno"> 435</tt>  <tt class="py-line">    <tt class="py-name">quartil_1</tt> <tt class="py-op">=</tt> <tt class="py-name">stats</tt><tt class="py-op">.</tt><tt class="py-name">scoreatpercentile</tt><tt class="py-op">(</tt><tt class="py-name">data_c</tt><tt class="py-op">,</tt><tt class="py-number">25</tt><tt class="py-op">)</tt> </tt>
<a name="L436"></a><tt class="py-lineno"> 436</tt>  <tt class="py-line">    <tt class="py-comment"># Agrega cuarto cuartil</tt> </tt>
<a name="L437"></a><tt class="py-lineno"> 437</tt>  <tt class="py-line">    <tt class="py-name">quartil_4</tt> <tt class="py-op">=</tt> <tt class="py-name">stats</tt><tt class="py-op">.</tt><tt class="py-name">scoreatpercentile</tt><tt class="py-op">(</tt><tt class="py-name">data_c</tt><tt class="py-op">,</tt><tt class="py-number">75</tt><tt class="py-op">)</tt> </tt>
<a name="L438"></a><tt class="py-lineno"> 438</tt>  <tt class="py-line">    <tt class="py-comment"># quartil_1 retorna array([ valor])</tt> </tt>
<a name="L439"></a><tt class="py-lineno"> 439</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">quartil_1</tt><tt class="py-op">,</tt> <tt class="py-name">quartil_4</tt> </tt>
</div><a name="L440"></a><tt class="py-lineno"> 440</tt>  <tt class="py-line">         </tt>
<a name="L441"></a><tt class="py-lineno"> 441</tt>  <tt class="py-line">     </tt>
<a name="L442"></a><tt class="py-lineno"> 442</tt>  <tt class="py-line"><tt class="py-comment"># Clasifica por tipo de a&#241;o (seco, normal, h&#250;medo)</tt> </tt>
<a name="yrs_type"></a><div id="yrs_type-def"><a name="L443"></a><tt class="py-lineno"> 443</tt> <a class="py-toggle" href="#" id="yrs_type-toggle" onclick="return toggle('yrs_type');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#yrs_type">yrs_type</a><tt class="py-op">(</tt><tt class="py-param">data_vol</tt><tt class="py-op">,</tt><tt class="py-param">vol_hi</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt><tt class="py-param">vol_low</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt> <tt class="py-param">is_data</tt><tt class="py-op">=</tt><tt class="py-name">False</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="yrs_type-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="yrs_type-expanded"><a name="L444"></a><tt class="py-lineno"> 444</tt>  <tt class="py-line">    <tt class="py-docstring">""" Retorna matriz de listas con A&#241;os secos, A&#241;os normales, A&#241;os h&#250;medos</tt> </tt>
<a name="L445"></a><tt class="py-lineno"> 445</tt>  <tt class="py-line"><tt class="py-docstring">    @param data_vol: Matriz de datos</tt> </tt>
<a name="L446"></a><tt class="py-lineno"> 446</tt>  <tt class="py-line"><tt class="py-docstring">    @type data_vol: Vol&#250;menes anuales</tt> </tt>
<a name="L447"></a><tt class="py-lineno"> 447</tt>  <tt class="py-line"><tt class="py-docstring">    @param vol_hi: Volumen m&#237;nimo anual de un a&#241;o h&#250;medo</tt> </tt>
<a name="L448"></a><tt class="py-lineno"> 448</tt>  <tt class="py-line"><tt class="py-docstring">    @param vol_low: Volumen m&#225;ximo anual de un a&#241;o seco</tt> </tt>
<a name="L449"></a><tt class="py-lineno"> 449</tt>  <tt class="py-line"><tt class="py-docstring">    @param is_data: Si es True el par&#225;metro data_vol es un matriz de datos</tt> </tt>
<a name="L450"></a><tt class="py-lineno"> 450</tt>  <tt class="py-line"><tt class="py-docstring">        con caudales mensuales</tt> </tt>
<a name="L451"></a><tt class="py-lineno"> 451</tt>  <tt class="py-line"><tt class="py-docstring">    @return: [A&#241;os secos, A&#241;os normales, A&#241;os h&#250;medos]</tt> </tt>
<a name="L452"></a><tt class="py-lineno"> 452</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: list</tt> </tt>
<a name="L453"></a><tt class="py-lineno"> 453</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L454"></a><tt class="py-lineno"> 454</tt>  <tt class="py-line">    <tt class="py-name">dry_yrs</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L455"></a><tt class="py-lineno"> 455</tt>  <tt class="py-line">    <tt class="py-name">normal_yrs</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L456"></a><tt class="py-lineno"> 456</tt>  <tt class="py-line">    <tt class="py-name">wet_yrs</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L457"></a><tt class="py-lineno"> 457</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">is_data</tt><tt class="py-op">:</tt> </tt>
<a name="L458"></a><tt class="py-lineno"> 458</tt>  <tt class="py-line">        <tt class="py-name">data_vol</tt> <tt class="py-op">=</tt> <tt id="link-2" class="py-name" targets="Function hidro_data.vol_yr()=hidro_data-module.html#vol_yr"><a title="hidro_data.vol_yr" class="py-name" href="#" onclick="return doclink('link-2', 'vol_yr', 'link-2');">vol_yr</a></tt><tt class="py-op">(</tt><tt class="py-name">data_vol</tt><tt class="py-op">)</tt> <tt class="py-comment"># Fn vol_yr</tt> </tt>
<a name="L459"></a><tt class="py-lineno"> 459</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">vol_hi</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt> <tt class="py-keyword">and</tt> <tt class="py-name">vol_low</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L460"></a><tt class="py-lineno"> 460</tt>  <tt class="py-line">        <tt class="py-name">vol_low</tt> <tt class="py-op">,</tt> <tt class="py-name">vol_hi</tt> <tt class="py-op">=</tt> <tt id="link-3" class="py-name" targets="Function hidro_data.quartil()=hidro_data-module.html#quartil"><a title="hidro_data.quartil" class="py-name" href="#" onclick="return doclink('link-3', 'quartil', 'link-3');">quartil</a></tt><tt class="py-op">(</tt><tt class="py-name">data_vol</tt><tt class="py-op">)</tt>   <tt class="py-comment"># Utiliza Fn quartil</tt> </tt>
<a name="L461"></a><tt class="py-lineno"> 461</tt>  <tt class="py-line">         </tt>
<a name="L462"></a><tt class="py-lineno"> 462</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data_vol</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L463"></a><tt class="py-lineno"> 463</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">data_vol</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt> <tt class="py-op">&lt;=</tt> <tt class="py-name">vol_low</tt><tt class="py-op">:</tt> </tt>
<a name="L464"></a><tt class="py-lineno"> 464</tt>  <tt class="py-line">            <tt class="py-name">dry_yrs</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data_vol</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L465"></a><tt class="py-lineno"> 465</tt>  <tt class="py-line">        <tt class="py-keyword">elif</tt> <tt class="py-name">data_vol</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt> <tt class="py-op">&lt;</tt> <tt class="py-name">vol_hi</tt><tt class="py-op">:</tt> </tt>
<a name="L466"></a><tt class="py-lineno"> 466</tt>  <tt class="py-line">            <tt class="py-name">normal_yrs</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data_vol</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L467"></a><tt class="py-lineno"> 467</tt>  <tt class="py-line">        <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L468"></a><tt class="py-lineno"> 468</tt>  <tt class="py-line">            <tt class="py-name">wet_yrs</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data_vol</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L469"></a><tt class="py-lineno"> 469</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">dry_yrs</tt><tt class="py-op">,</tt><tt class="py-name">normal_yrs</tt><tt class="py-op">,</tt><tt class="py-name">wet_yrs</tt> </tt>
</div><a name="L470"></a><tt class="py-lineno"> 470</tt>  <tt class="py-line"> </tt>
<a name="L471"></a><tt class="py-lineno"> 471</tt>  <tt class="py-line"><tt class="py-comment"># Datos faltantes objeto data</tt> </tt>
<a name="index_lost"></a><div id="index_lost-def"><a name="L472"></a><tt class="py-lineno"> 472</tt> <a class="py-toggle" href="#" id="index_lost-toggle" onclick="return toggle('index_lost');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#index_lost">index_lost</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">yrx</tt><tt class="py-op">=</tt><tt class="py-name">True</tt><tt class="py-op">,</tt><tt class="py-param">hidecx</tt><tt class="py-op">=</tt><tt class="py-name">False</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="index_lost-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="index_lost-expanded"><a name="L473"></a><tt class="py-lineno"> 473</tt>  <tt class="py-line">    <tt class="py-docstring">"""  Entrega &#237;ndices de datos faltantes</tt> </tt>
<a name="L474"></a><tt class="py-lineno"> 474</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L475"></a><tt class="py-lineno"> 475</tt>  <tt class="py-line"><tt class="py-docstring">    @param yrx: Si es True entrega el &#237;ndice de la fila, </tt> </tt>
<a name="L476"></a><tt class="py-lineno"> 476</tt>  <tt class="py-line"><tt class="py-docstring">        si es False entrega el a&#241;o del dato faltante</tt> </tt>
<a name="L477"></a><tt class="py-lineno"> 477</tt>  <tt class="py-line"><tt class="py-docstring">    @param hidecx: Si es True agrega el &#237;ndice de la columna</tt> </tt>
<a name="L478"></a><tt class="py-lineno"> 478</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Lista de &#237;ndices</tt> </tt>
<a name="L479"></a><tt class="py-lineno"> 479</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: list</tt> </tt>
<a name="L480"></a><tt class="py-lineno"> 480</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L481"></a><tt class="py-lineno"> 481</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L482"></a><tt class="py-lineno"> 482</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L483"></a><tt class="py-lineno"> 483</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls', 2) # Lee sheet lost</tt> </tt>
<a name="L484"></a><tt class="py-lineno"> 484</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; index_lost(a)</tt> </tt>
<a name="L485"></a><tt class="py-lineno"> 485</tt>  <tt class="py-line"><tt class="py-docstring">    [[1950.0, 0], [1950.0, 8], [1951.0, 7], [1952.0, 11]]</tt> </tt>
<a name="L486"></a><tt class="py-lineno"> 486</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; index_lost(a, hidecx=True) # Lo mismo yr_index_lost</tt> </tt>
<a name="L487"></a><tt class="py-lineno"> 487</tt>  <tt class="py-line"><tt class="py-docstring">    [1950.0, 1951.0, 1952.0]</tt> </tt>
<a name="L488"></a><tt class="py-lineno"> 488</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; index_lost(a,yrx=False, hidecx=True) # Indice a&#241;os faltantes</tt> </tt>
<a name="L489"></a><tt class="py-lineno"> 489</tt>  <tt class="py-line"><tt class="py-docstring">    [0, 0, 1, 2]</tt> </tt>
<a name="L490"></a><tt class="py-lineno"> 490</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; b = from_xls('data_test.xls', 1) # Lee sheet anual</tt> </tt>
<a name="L491"></a><tt class="py-lineno"> 491</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; index_lost(b, hidecx=True)</tt> </tt>
<a name="L492"></a><tt class="py-lineno"> 492</tt>  <tt class="py-line"><tt class="py-docstring">    [1952.0]</tt> </tt>
<a name="L493"></a><tt class="py-lineno"> 493</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c = from_xls('data_test.xls', 0) # Lee sheet mensual    </tt> </tt>
<a name="L494"></a><tt class="py-lineno"> 494</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; index_lost(c, yrx=False, hidecx=False)</tt> </tt>
<a name="L495"></a><tt class="py-lineno"> 495</tt>  <tt class="py-line"><tt class="py-docstring">    [[2, 3], [2, 4], [2, 5], [2, 6], [2, 7], [2, 8], [2, 9], [2, 10], [2, 11]]</tt> </tt>
<a name="L496"></a><tt class="py-lineno"> 496</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L497"></a><tt class="py-lineno"> 497</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt>     </tt>
<a name="L498"></a><tt class="py-lineno"> 498</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">rx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L499"></a><tt class="py-lineno"> 499</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L500"></a><tt class="py-lineno"> 500</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">==</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L501"></a><tt class="py-lineno"> 501</tt>  <tt class="py-line">                <tt class="py-keyword">if</tt> <tt class="py-name">yrx</tt> <tt class="py-keyword">and</tt> <tt class="py-name">hidecx</tt> <tt class="py-op">==</tt> <tt class="py-name">False</tt><tt class="py-op">:</tt> </tt>
<a name="L502"></a><tt class="py-lineno"> 502</tt>  <tt class="py-line">                    <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-op">[</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">,</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L503"></a><tt class="py-lineno"> 503</tt>  <tt class="py-line">                <tt class="py-keyword">elif</tt> <tt class="py-name">yrx</tt> <tt class="py-keyword">and</tt> <tt class="py-name">hidecx</tt><tt class="py-op">:</tt> </tt>
<a name="L504"></a><tt class="py-lineno"> 504</tt>  <tt class="py-line">                    <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L505"></a><tt class="py-lineno"> 505</tt>  <tt class="py-line">                    <tt class="py-keyword">break</tt> <tt class="py-comment">## No busca m&#225;s dentro del a&#241;o</tt> </tt>
<a name="L506"></a><tt class="py-lineno"> 506</tt>  <tt class="py-line">                <tt class="py-keyword">elif</tt> <tt class="py-name">yrx</tt> <tt class="py-op">==</tt> <tt class="py-name">False</tt> <tt class="py-keyword">and</tt> <tt class="py-name">hidecx</tt> <tt class="py-op">==</tt> <tt class="py-name">False</tt><tt class="py-op">:</tt> </tt>
<a name="L507"></a><tt class="py-lineno"> 507</tt>  <tt class="py-line">                    <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-op">[</tt><tt class="py-name">rx</tt><tt class="py-op">,</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt>                     </tt>
<a name="L508"></a><tt class="py-lineno"> 508</tt>  <tt class="py-line">                <tt class="py-keyword">elif</tt> <tt class="py-name">yrx</tt> <tt class="py-op">==</tt> <tt class="py-name">False</tt> <tt class="py-keyword">and</tt> <tt class="py-name">hidecx</tt><tt class="py-op">:</tt> </tt>
<a name="L509"></a><tt class="py-lineno"> 509</tt>  <tt class="py-line">                    <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">rx</tt><tt class="py-op">)</tt> </tt>
<a name="L510"></a><tt class="py-lineno"> 510</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">valores</tt> </tt>
</div><a name="L511"></a><tt class="py-lineno"> 511</tt>  <tt class="py-line"> </tt>
<a name="L512"></a><tt class="py-lineno"> 512</tt>  <tt class="py-line"><tt class="py-comment"># Datos concurrentes</tt> </tt>
<a name="concurrent"></a><div id="concurrent-def"><a name="L513"></a><tt class="py-lineno"> 513</tt> <a class="py-toggle" href="#" id="concurrent-toggle" onclick="return toggle('concurrent');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#concurrent">concurrent</a><tt class="py-op">(</tt><tt class="py-param">data1</tt><tt class="py-op">,</tt><tt class="py-param">data2</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="concurrent-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="concurrent-expanded"><a name="L514"></a><tt class="py-lineno"> 514</tt>  <tt class="py-line">    <tt class="py-docstring">""" Compara a&#241;os completos recurrentes de 2 matrices de datos</tt> </tt>
<a name="L515"></a><tt class="py-lineno"> 515</tt>  <tt class="py-line"><tt class="py-docstring">    @param data1: Matriz de datos</tt> </tt>
<a name="L516"></a><tt class="py-lineno"> 516</tt>  <tt class="py-line"><tt class="py-docstring">    @param data2: Matriz de datos</tt> </tt>
<a name="L517"></a><tt class="py-lineno"> 517</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Matriz de datos de data1 recurrentes con data2</tt> </tt>
<a name="L518"></a><tt class="py-lineno"> 518</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: Matriz de datos</tt> </tt>
<a name="L519"></a><tt class="py-lineno"> 519</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L520"></a><tt class="py-lineno"> 520</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">data2</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L521"></a><tt class="py-lineno"> 521</tt>  <tt class="py-line">        <tt class="py-name">data2</tt> <tt class="py-op">=</tt> <tt class="py-name">data1</tt> </tt>
<a name="L522"></a><tt class="py-lineno"> 522</tt>  <tt class="py-line">    <tt class="py-name">yr_conc</tt> <tt class="py-op">=</tt> <tt id="link-4" class="py-name" targets="Function hidro_data.yr_concurrent()=hidro_data-module.html#yr_concurrent"><a title="hidro_data.yr_concurrent" class="py-name" href="#" onclick="return doclink('link-4', 'yr_concurrent', 'link-4');">yr_concurrent</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">,</tt><tt class="py-name">data2</tt><tt class="py-op">,</tt><tt class="py-name">cons</tt><tt class="py-op">=</tt><tt class="py-name">False</tt><tt class="py-op">)</tt>   <tt class="py-comment"># Utiliza Fn yr_concurrent</tt> </tt>
<a name="L523"></a><tt class="py-lineno"> 523</tt>  <tt class="py-line">    <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> <tt class="py-op">=</tt> <tt id="link-5" class="py-name" targets="Function hidro_data.datafromyrs()=hidro_data-module.html#datafromyrs"><a title="hidro_data.datafromyrs" class="py-name" href="#" onclick="return doclink('link-5', 'datafromyrs', 'link-5');">datafromyrs</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">,</tt><tt class="py-name">yr_conc</tt><tt class="py-op">)</tt>   <tt class="py-comment"># Utiliza Fn datafromyrs</tt> </tt>
<a name="L524"></a><tt class="py-lineno"> 524</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> </tt>
</div><a name="L525"></a><tt class="py-lineno"> 525</tt>  <tt class="py-line">     </tt>
<a name="L526"></a><tt class="py-lineno"> 526</tt>  <tt class="py-line"><tt class="py-comment"># Matriz de datos desde lista a&#241;os</tt> </tt>
<a name="datafromyrs"></a><div id="datafromyrs-def"><a name="L527"></a><tt class="py-lineno"> 527</tt> <a class="py-toggle" href="#" id="datafromyrs-toggle" onclick="return toggle('datafromyrs');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#datafromyrs">datafromyrs</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">years</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="datafromyrs-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="datafromyrs-expanded"><a name="L528"></a><tt class="py-lineno"> 528</tt>  <tt class="py-line">    <tt class="py-docstring">""" Entrega una matriz de datos de los a&#241;os solicitados</tt> </tt>
<a name="L529"></a><tt class="py-lineno"> 529</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L530"></a><tt class="py-lineno"> 530</tt>  <tt class="py-line"><tt class="py-docstring">    @param years: Lista de a&#241;os solicitados</tt> </tt>
<a name="L531"></a><tt class="py-lineno"> 531</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Matriz de datos de los a&#241;os solicitados</tt> </tt>
<a name="L532"></a><tt class="py-lineno"> 532</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: Matriz de datos</tt> </tt>
<a name="L533"></a><tt class="py-lineno"> 533</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L534"></a><tt class="py-lineno"> 534</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L535"></a><tt class="py-lineno"> 535</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L536"></a><tt class="py-lineno"> 536</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls', 2) # Lee sheet lost</tt> </tt>
<a name="L537"></a><tt class="py-lineno"> 537</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; datafromyrs(a,1951)[2][1]</tt> </tt>
<a name="L538"></a><tt class="py-lineno"> 538</tt>  <tt class="py-line"><tt class="py-docstring">    u'JAN'</tt> </tt>
<a name="L539"></a><tt class="py-lineno"> 539</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; datafromyrs(a,1951)[1][0][1]</tt> </tt>
<a name="L540"></a><tt class="py-lineno"> 540</tt>  <tt class="py-line"><tt class="py-docstring">    3.1000000000000001</tt> </tt>
<a name="L541"></a><tt class="py-lineno"> 541</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; datafromyrs(a,[1950,1951])[0]</tt> </tt>
<a name="L542"></a><tt class="py-lineno"> 542</tt>  <tt class="py-line"><tt class="py-docstring">    [1950.0, 1951.0]</tt> </tt>
<a name="L543"></a><tt class="py-lineno"> 543</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L544"></a><tt class="py-lineno"> 544</tt>  <tt class="py-line">    <tt class="py-comment"># Valores</tt> </tt>
<a name="L545"></a><tt class="py-lineno"> 545</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L546"></a><tt class="py-lineno"> 546</tt>  <tt class="py-line">    <tt class="py-comment"># Extrae etiquetas</tt> </tt>
<a name="L547"></a><tt class="py-lineno"> 547</tt>  <tt class="py-line">    <tt class="py-name">label_data</tt> <tt class="py-op">=</tt>  <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L548"></a><tt class="py-lineno"> 548</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">label</tt> <tt class="py-keyword">in</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">:</tt> </tt>
<a name="L549"></a><tt class="py-lineno"> 549</tt>  <tt class="py-line">        <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label</tt><tt class="py-op">)</tt> </tt>
<a name="L550"></a><tt class="py-lineno"> 550</tt>  <tt class="py-line">    <tt class="py-comment"># A&#241;os</tt> </tt>
<a name="L551"></a><tt class="py-lineno"> 551</tt>  <tt class="py-line">    <tt class="py-name">yrs_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L552"></a><tt class="py-lineno"> 552</tt>  <tt class="py-line">    <tt class="py-comment"># Caso para copy_data</tt> </tt>
<a name="L553"></a><tt class="py-lineno"> 553</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">years</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L554"></a><tt class="py-lineno"> 554</tt>  <tt class="py-line">        <tt class="py-name">years</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt> </tt>
<a name="L555"></a><tt class="py-lineno"> 555</tt>  <tt class="py-line">        <tt class="py-name">allyears</tt> <tt class="py-op">=</tt> <tt class="py-name">True</tt> </tt>
<a name="L556"></a><tt class="py-lineno"> 556</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">years</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> <tt class="py-comment"># Caso arg es un s&#243;lo a&#241;o</tt> </tt>
<a name="L557"></a><tt class="py-lineno"> 557</tt>  <tt class="py-line">        <tt class="py-name">years</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">years</tt><tt class="py-op">]</tt> </tt>
<a name="L558"></a><tt class="py-lineno"> 558</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">year</tt> <tt class="py-keyword">in</tt> <tt class="py-name">years</tt><tt class="py-op">:</tt> </tt>
<a name="L559"></a><tt class="py-lineno"> 559</tt>  <tt class="py-line">        <tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L560"></a><tt class="py-lineno"> 560</tt>  <tt class="py-line">            <tt class="py-name">iyear</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">)</tt> </tt>
<a name="L561"></a><tt class="py-lineno"> 561</tt>  <tt class="py-line">        <tt class="py-keyword">except</tt> <tt class="py-name">ValueError</tt><tt class="py-op">:</tt> </tt>
<a name="L562"></a><tt class="py-lineno"> 562</tt>  <tt class="py-line">            <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"Datos requerido fuera de rango"</tt> </tt>
<a name="L563"></a><tt class="py-lineno"> 563</tt>  <tt class="py-line">        <tt class="py-comment"># Extrae a&#241;o</tt> </tt>
<a name="L564"></a><tt class="py-lineno"> 564</tt>  <tt class="py-line">        <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L565"></a><tt class="py-lineno"> 565</tt>  <tt class="py-line">        <tt class="py-name">aux</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L566"></a><tt class="py-lineno"> 566</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">val</tt> <tt class="py-keyword">in</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">:</tt> </tt>
<a name="L567"></a><tt class="py-lineno"> 567</tt>  <tt class="py-line">            <tt class="py-name">aux</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">val</tt><tt class="py-op">)</tt> </tt>
<a name="L568"></a><tt class="py-lineno"> 568</tt>  <tt class="py-line">        <tt class="py-comment"># Extrae fila de datos</tt> </tt>
<a name="L569"></a><tt class="py-lineno"> 569</tt>  <tt class="py-line">        <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">aux</tt><tt class="py-op">)</tt> </tt>
<a name="L570"></a><tt class="py-lineno"> 570</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> </tt>
</div><a name="L571"></a><tt class="py-lineno"> 571</tt>  <tt class="py-line"> </tt>
<a name="L572"></a><tt class="py-lineno"> 572</tt>  <tt class="py-line"><tt class="py-comment"># Detecta si data es mensual o anual</tt> </tt>
<a name="is_data_one_colum"></a><div id="is_data_one_colum-def"><a name="L573"></a><tt class="py-lineno"> 573</tt> <a class="py-toggle" href="#" id="is_data_one_colum-toggle" onclick="return toggle('is_data_one_colum');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#is_data_one_colum">is_data_one_colum</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="is_data_one_colum-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="is_data_one_colum-expanded"><a name="L574"></a><tt class="py-lineno"> 574</tt>  <tt class="py-line">    <tt class="py-docstring">"""  Detecta si data es mensual o anual</tt> </tt>
<a name="L575"></a><tt class="py-lineno"> 575</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L576"></a><tt class="py-lineno"> 576</tt>  <tt class="py-line"><tt class="py-docstring">    @return: True si la matriz de datos es anual, False si no</tt> </tt>
<a name="L577"></a><tt class="py-lineno"> 577</tt>  <tt class="py-line"><tt class="py-docstring">        es anual</tt> </tt>
<a name="L578"></a><tt class="py-lineno"> 578</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: bool</tt> </tt>
<a name="L579"></a><tt class="py-lineno"> 579</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L580"></a><tt class="py-lineno"> 580</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L581"></a><tt class="py-lineno"> 581</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L582"></a><tt class="py-lineno"> 582</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls',0) # Lee sheet mensual</tt> </tt>
<a name="L583"></a><tt class="py-lineno"> 583</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; b = rd_data_col(a,2)</tt> </tt>
<a name="L584"></a><tt class="py-lineno"> 584</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; is_data_one_colum(a)</tt> </tt>
<a name="L585"></a><tt class="py-lineno"> 585</tt>  <tt class="py-line"><tt class="py-docstring">    False</tt> </tt>
<a name="L586"></a><tt class="py-lineno"> 586</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; is_data_one_colum(b)</tt> </tt>
<a name="L587"></a><tt class="py-lineno"> 587</tt>  <tt class="py-line"><tt class="py-docstring">    True</tt> </tt>
<a name="L588"></a><tt class="py-lineno"> 588</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L589"></a><tt class="py-lineno"> 589</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt> </tt>
</div><a name="L590"></a><tt class="py-lineno"> 590</tt>  <tt class="py-line"> </tt>
<a name="L591"></a><tt class="py-lineno"> 591</tt>  <tt class="py-line"><tt class="py-comment"># A&#241;os concurrentes</tt> </tt>
<a name="yr_concurrent"></a><div id="yr_concurrent-def"><a name="L592"></a><tt class="py-lineno"> 592</tt> <a class="py-toggle" href="#" id="yr_concurrent-toggle" onclick="return toggle('yr_concurrent');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#yr_concurrent">yr_concurrent</a><tt class="py-op">(</tt><tt class="py-param">data1</tt><tt class="py-op">,</tt><tt class="py-param">data2</tt><tt class="py-op">,</tt><tt class="py-param">cons</tt><tt class="py-op">=</tt><tt class="py-name">False</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="yr_concurrent-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="yr_concurrent-expanded"><a name="L593"></a><tt class="py-lineno"> 593</tt>  <tt class="py-line">    <tt class="py-docstring">"""  Compara a&#241;os completos concurrentes de 2 matrices de datos</tt> </tt>
<a name="L594"></a><tt class="py-lineno"> 594</tt>  <tt class="py-line"><tt class="py-docstring">    @param data1: Matriz de datos</tt> </tt>
<a name="L595"></a><tt class="py-lineno"> 595</tt>  <tt class="py-line"><tt class="py-docstring">    @param data2: Matriz de datos</tt> </tt>
<a name="L596"></a><tt class="py-lineno"> 596</tt>  <tt class="py-line"><tt class="py-docstring">    @param cons: Si es False lista de todos los a&#241;os recurrentes, </tt> </tt>
<a name="L597"></a><tt class="py-lineno"> 597</tt>  <tt class="py-line"><tt class="py-docstring">        si es True matriz de listas de a&#241;os recurrentes consecutivos</tt> </tt>
<a name="L598"></a><tt class="py-lineno"> 598</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Lista de a&#241;os de a&#241;os concurrentes de data1 y data2</tt> </tt>
<a name="L599"></a><tt class="py-lineno"> 599</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: list</tt> </tt>
<a name="L600"></a><tt class="py-lineno"> 600</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L601"></a><tt class="py-lineno"> 601</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L602"></a><tt class="py-lineno"> 602</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L603"></a><tt class="py-lineno"> 603</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; b = from_xls('data_test.xls',0) # Lee sheet mensual</tt> </tt>
<a name="L604"></a><tt class="py-lineno"> 604</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls',3) # Lee sheet mensual1</tt> </tt>
<a name="L605"></a><tt class="py-lineno"> 605</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c = from_xls('data_test.xls',1) # Lee sheet anual</tt> </tt>
<a name="L606"></a><tt class="py-lineno"> 606</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; yr_concurrent(a,b)</tt> </tt>
<a name="L607"></a><tt class="py-lineno"> 607</tt>  <tt class="py-line"><tt class="py-docstring">    [1950.0]</tt> </tt>
<a name="L608"></a><tt class="py-lineno"> 608</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; yr_concurrent(b,c)</tt> </tt>
<a name="L609"></a><tt class="py-lineno"> 609</tt>  <tt class="py-line"><tt class="py-docstring">    [1950.0, 1951.0]</tt> </tt>
<a name="L610"></a><tt class="py-lineno"> 610</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; yr_concurrent(b,b)</tt> </tt>
<a name="L611"></a><tt class="py-lineno"> 611</tt>  <tt class="py-line"><tt class="py-docstring">    [1950.0, 1951.0]</tt> </tt>
<a name="L612"></a><tt class="py-lineno"> 612</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; yr_concurrent(a,a,cons=True)</tt> </tt>
<a name="L613"></a><tt class="py-lineno"> 613</tt>  <tt class="py-line"><tt class="py-docstring">    [[1950.0], [1952.0]]</tt> </tt>
<a name="L614"></a><tt class="py-lineno"> 614</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L615"></a><tt class="py-lineno"> 615</tt>  <tt class="py-line">    <tt class="py-name">valores_tot</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L616"></a><tt class="py-lineno"> 616</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L617"></a><tt class="py-lineno"> 617</tt>  <tt class="py-line">    <tt class="py-comment"># Rango de a&#241;os a recorrer</tt> </tt>
<a name="L618"></a><tt class="py-lineno"> 618</tt>  <tt class="py-line">    <tt class="py-name">yr_init</tt> <tt class="py-op">=</tt> <tt class="py-name">max</tt><tt class="py-op">(</tt><tt class="py-op">[</tt><tt class="py-name">min</tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">,</tt><tt class="py-name">min</tt><tt class="py-op">(</tt><tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L619"></a><tt class="py-lineno"> 619</tt>  <tt class="py-line">    <tt class="py-name">yr_final</tt> <tt class="py-op">=</tt> <tt class="py-name">min</tt><tt class="py-op">(</tt><tt class="py-op">[</tt><tt class="py-name">max</tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">,</tt><tt class="py-name">max</tt><tt class="py-op">(</tt><tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L620"></a><tt class="py-lineno"> 620</tt>  <tt class="py-line">    <tt class="py-name">valores_tmp</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L621"></a><tt class="py-lineno"> 621</tt>  <tt class="py-line">    <tt id="link-6" class="py-name" targets="Function hidro_data.yr()=hidro_data-module.html#yr"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-6', 'yr', 'link-6');">yr</a></tt> <tt class="py-op">=</tt> <tt class="py-name">yr_init</tt> </tt>
<a name="L622"></a><tt class="py-lineno"> 622</tt>  <tt class="py-line">     </tt>
<a name="L623"></a><tt class="py-lineno"> 623</tt>  <tt class="py-line">    <tt class="py-keyword">while</tt> <tt id="link-7" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-7', 'yr', 'link-6');">yr</a></tt> <tt class="py-op">&lt;=</tt> <tt class="py-name">yr_final</tt><tt class="py-op">:</tt> </tt>
<a name="L624"></a><tt class="py-lineno"> 624</tt>  <tt class="py-line">        <tt class="py-comment"># Busca que exista yr en data1 y data2</tt> </tt>
<a name="L625"></a><tt class="py-lineno"> 625</tt>  <tt class="py-line">        <tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L626"></a><tt class="py-lineno"> 626</tt>  <tt class="py-line">            <tt class="py-name">i</tt> <tt class="py-op">=</tt> <tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt id="link-8" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-8', 'yr', 'link-6');">yr</a></tt><tt class="py-op">)</tt> </tt>
<a name="L627"></a><tt class="py-lineno"> 627</tt>  <tt class="py-line">            <tt class="py-name">j</tt> <tt class="py-op">=</tt> <tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt id="link-9" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-9', 'yr', 'link-6');">yr</a></tt><tt class="py-op">)</tt> </tt>
<a name="L628"></a><tt class="py-lineno"> 628</tt>  <tt class="py-line">        <tt class="py-keyword">except</tt> <tt class="py-name">ValueError</tt><tt class="py-op">:</tt> </tt>
<a name="L629"></a><tt class="py-lineno"> 629</tt>  <tt class="py-line">            <tt class="py-comment"># Pasa a la iteraci&#243;n siguiente</tt> </tt>
<a name="L630"></a><tt class="py-lineno"> 630</tt>  <tt class="py-line">            <tt id="link-10" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-10', 'yr', 'link-6');">yr</a></tt> <tt class="py-op">+=</tt> <tt class="py-number">1</tt> </tt>
<a name="L631"></a><tt class="py-lineno"> 631</tt>  <tt class="py-line">            <tt class="py-keyword">continue</tt> </tt>
<a name="L632"></a><tt class="py-lineno"> 632</tt>  <tt class="py-line">        <tt class="py-comment"># Prueba todos los casos que data1 y data2 sean mensual o anual</tt> </tt>
<a name="L633"></a><tt class="py-lineno"> 633</tt>  <tt class="py-line">        <tt class="py-name">is_data_one_colum1</tt> <tt class="py-op">=</tt> <tt id="link-11" class="py-name" targets="Function hidro_data.is_data_one_colum()=hidro_data-module.html#is_data_one_colum"><a title="hidro_data.is_data_one_colum" class="py-name" href="#" onclick="return doclink('link-11', 'is_data_one_colum', 'link-11');">is_data_one_colum</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">)</tt> </tt>
<a name="L634"></a><tt class="py-lineno"> 634</tt>  <tt class="py-line">        <tt class="py-name">is_data_one_colum2</tt> <tt class="py-op">=</tt> <tt id="link-12" class="py-name"><a title="hidro_data.is_data_one_colum" class="py-name" href="#" onclick="return doclink('link-12', 'is_data_one_colum', 'link-11');">is_data_one_colum</a></tt><tt class="py-op">(</tt><tt class="py-name">data2</tt><tt class="py-op">)</tt> </tt>
<a name="L635"></a><tt class="py-lineno"> 635</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">is_data_one_colum1</tt><tt class="py-op">:</tt> </tt>
<a name="L636"></a><tt class="py-lineno"> 636</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">is_data_one_colum2</tt><tt class="py-op">:</tt> </tt>
<a name="L637"></a><tt class="py-lineno"> 637</tt>  <tt class="py-line">                <tt class="py-name">not_lost_data</tt> <tt class="py-op">=</tt> <tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">i</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt> <tt class="py-keyword">and</tt> <tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">j</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt> </tt>
<a name="L638"></a><tt class="py-lineno"> 638</tt>  <tt class="py-line">            <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L639"></a><tt class="py-lineno"> 639</tt>  <tt class="py-line">                <tt class="py-name">not_lost_data</tt> <tt class="py-op">=</tt> <tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">i</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt> <tt class="py-keyword">and</tt> <tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">j</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">count</tt><tt class="py-op">(</tt><tt class="py-string">''</tt><tt class="py-op">)</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt> </tt>
<a name="L640"></a><tt class="py-lineno"> 640</tt>  <tt class="py-line">        <tt class="py-comment"># data1 tiene tiene m&#225;s de 1 columna</tt> </tt>
<a name="L641"></a><tt class="py-lineno"> 641</tt>  <tt class="py-line">        <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L642"></a><tt class="py-lineno"> 642</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">is_data_one_colum2</tt><tt class="py-op">:</tt> </tt>
<a name="L643"></a><tt class="py-lineno"> 643</tt>  <tt class="py-line">                <tt class="py-name">not_lost_data</tt> <tt class="py-op">=</tt> <tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">i</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">count</tt><tt class="py-op">(</tt><tt class="py-string">''</tt><tt class="py-op">)</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt> <tt class="py-keyword">and</tt> <tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">j</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt> </tt>
<a name="L644"></a><tt class="py-lineno"> 644</tt>  <tt class="py-line">            <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L645"></a><tt class="py-lineno"> 645</tt>  <tt class="py-line">                <tt class="py-name">not_lost_data</tt> <tt class="py-op">=</tt> <tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">i</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">count</tt><tt class="py-op">(</tt><tt class="py-string">''</tt><tt class="py-op">)</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt> <tt class="py-keyword">and</tt> <tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">j</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">count</tt><tt class="py-op">(</tt><tt class="py-string">''</tt><tt class="py-op">)</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt> </tt>
<a name="L646"></a><tt class="py-lineno"> 646</tt>  <tt class="py-line">        <tt class="py-comment"># Agrega a&#241;os recurrentes</tt> </tt>
<a name="L647"></a><tt class="py-lineno"> 647</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">not_lost_data</tt><tt class="py-op">:</tt> </tt>
<a name="L648"></a><tt class="py-lineno"> 648</tt>  <tt class="py-line">            <tt class="py-name">valores_tmp</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">i</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L649"></a><tt class="py-lineno"> 649</tt>  <tt class="py-line">            <tt class="py-name">valores_tot</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">i</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L650"></a><tt class="py-lineno"> 650</tt>  <tt class="py-line">        <tt class="py-comment"># Encontramos a&#241;o no recurente</tt> </tt>
<a name="L651"></a><tt class="py-lineno"> 651</tt>  <tt class="py-line">        <tt class="py-keyword">elif</tt> <tt class="py-name">valores_tmp</tt> <tt class="py-op">!=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt><tt class="py-op">:</tt> </tt>
<a name="L652"></a><tt class="py-lineno"> 652</tt>  <tt class="py-line">            <tt class="py-comment"># Guarda el &#250;ltimo periodo recurrente encontrado</tt> </tt>
<a name="L653"></a><tt class="py-lineno"> 653</tt>  <tt class="py-line">            <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">valores_tmp</tt><tt class="py-op">)</tt> </tt>
<a name="L654"></a><tt class="py-lineno"> 654</tt>  <tt class="py-line">            <tt class="py-comment"># Reinicia la b&#250;squeda de un nuevo periodo</tt> </tt>
<a name="L655"></a><tt class="py-lineno"> 655</tt>  <tt class="py-line">            <tt class="py-name">valores_tmp</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L656"></a><tt class="py-lineno"> 656</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">i</tt> <tt class="py-op">==</tt> <tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt class="py-name">yr_final</tt><tt class="py-op">)</tt> <tt class="py-keyword">and</tt> <tt class="py-name">valores_tmp</tt> <tt class="py-op">!=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt><tt class="py-op">:</tt> <tt class="py-comment"># Ultimo periodo recurrente</tt> </tt>
<a name="L657"></a><tt class="py-lineno"> 657</tt>  <tt class="py-line">            <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">valores_tmp</tt><tt class="py-op">)</tt>                         <tt class="py-comment"># hasta el final</tt> </tt>
<a name="L658"></a><tt class="py-lineno"> 658</tt>  <tt class="py-line">        <tt id="link-13" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-13', 'yr', 'link-6');">yr</a></tt> <tt class="py-op">+=</tt> <tt class="py-number">1</tt> </tt>
<a name="L659"></a><tt class="py-lineno"> 659</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">cons</tt><tt class="py-op">:</tt> </tt>
<a name="L660"></a><tt class="py-lineno"> 660</tt>  <tt class="py-line">        <tt class="py-keyword">return</tt> <tt class="py-name">valores</tt> </tt>
<a name="L661"></a><tt class="py-lineno"> 661</tt>  <tt class="py-line">    <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L662"></a><tt class="py-lineno"> 662</tt>  <tt class="py-line">        <tt class="py-keyword">return</tt> <tt class="py-name">valores_tot</tt> </tt>
</div><a name="L663"></a><tt class="py-lineno"> 663</tt>  <tt class="py-line"> </tt>
<a name="L664"></a><tt class="py-lineno"> 664</tt>  <tt class="py-line"><tt class="py-comment"># Multiples regresiones lineales</tt> </tt>
<a name="lin_reg"></a><div id="lin_reg-def"><a name="L665"></a><tt class="py-lineno"> 665</tt> <a class="py-toggle" href="#" id="lin_reg-toggle" onclick="return toggle('lin_reg');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#lin_reg">lin_reg</a><tt class="py-op">(</tt><tt class="py-param">data1</tt><tt class="py-op">,</tt><tt class="py-param">data2</tt><tt class="py-op">,</tt><tt class="py-param">yr_conc</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="lin_reg-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="lin_reg-expanded"><a name="L666"></a><tt class="py-lineno"> 666</tt>  <tt class="py-line">    <tt class="py-docstring">""" Calcula par&#225;metros regresi&#243;n lineal entre 2 matrices de datos</tt> </tt>
<a name="L667"></a><tt class="py-lineno"> 667</tt>  <tt class="py-line"><tt class="py-docstring">    @param data1: Matriz de datos</tt> </tt>
<a name="L668"></a><tt class="py-lineno"> 668</tt>  <tt class="py-line"><tt class="py-docstring">    @param data2: Matriz de datos</tt> </tt>
<a name="L669"></a><tt class="py-lineno"> 669</tt>  <tt class="py-line"><tt class="py-docstring">    @param yr_conc: Lista de a&#241;os concurrentes que define los datos</tt> </tt>
<a name="L670"></a><tt class="py-lineno"> 670</tt>  <tt class="py-line"><tt class="py-docstring">        a utilizar en el c&#225;lculo de la regresi&#243;n lineal.</tt> </tt>
<a name="L671"></a><tt class="py-lineno"> 671</tt>  <tt class="py-line"><tt class="py-docstring">        Si yr_conc=None utiliza todos los a&#241;os concurrentes disponibles.</tt> </tt>
<a name="L672"></a><tt class="py-lineno"> 672</tt>  <tt class="py-line"><tt class="py-docstring">    @return: (gradient, intercept, r_value, p_value, std_err)</tt> </tt>
<a name="L673"></a><tt class="py-lineno"> 673</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: tuple</tt> </tt>
<a name="L674"></a><tt class="py-lineno"> 674</tt>  <tt class="py-line"><tt class="py-docstring">    @keyword R-squared: r_value**2</tt> </tt>
<a name="L675"></a><tt class="py-lineno"> 675</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L676"></a><tt class="py-lineno"> 676</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L677"></a><tt class="py-lineno"> 677</tt>  <tt class="py-line">    <tt class="py-name">valores1</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L678"></a><tt class="py-lineno"> 678</tt>  <tt class="py-line">    <tt class="py-name">valores2</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L679"></a><tt class="py-lineno"> 679</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">yr_conc</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L680"></a><tt class="py-lineno"> 680</tt>  <tt class="py-line">        <tt class="py-name">yr_conc</tt> <tt class="py-op">=</tt> <tt id="link-14" class="py-name"><a title="hidro_data.yr_concurrent" class="py-name" href="#" onclick="return doclink('link-14', 'yr_concurrent', 'link-4');">yr_concurrent</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">,</tt><tt class="py-name">data2</tt><tt class="py-op">)</tt> <tt class="py-comment"># Utiliza Fn yr_concurrent</tt> </tt>
<a name="L681"></a><tt class="py-lineno"> 681</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt id="link-15" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-15', 'yr', 'link-6');">yr</a></tt> <tt class="py-keyword">in</tt> <tt class="py-name">yr_conc</tt><tt class="py-op">:</tt> </tt>
<a name="L682"></a><tt class="py-lineno"> 682</tt>  <tt class="py-line">        <tt class="py-name">rx1</tt> <tt class="py-op">=</tt> <tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt id="link-16" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-16', 'yr', 'link-6');">yr</a></tt><tt class="py-op">)</tt> </tt>
<a name="L683"></a><tt class="py-lineno"> 683</tt>  <tt class="py-line">        <tt class="py-name">rx2</tt> <tt class="py-op">=</tt> <tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt id="link-17" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-17', 'yr', 'link-6');">yr</a></tt><tt class="py-op">)</tt> </tt>
<a name="L684"></a><tt class="py-lineno"> 684</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L685"></a><tt class="py-lineno"> 685</tt>  <tt class="py-line">            <tt class="py-name">valores1</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L686"></a><tt class="py-lineno"> 686</tt>  <tt class="py-line">            <tt class="py-name">valores2</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L687"></a><tt class="py-lineno"> 687</tt>  <tt class="py-line">    <tt class="py-name">gradient</tt><tt class="py-op">,</tt> <tt class="py-name">intercept</tt><tt class="py-op">,</tt> <tt class="py-name">r_value</tt><tt class="py-op">,</tt> <tt class="py-name">p_value</tt><tt class="py-op">,</tt> <tt class="py-name">std_err</tt> <tt class="py-op">=</tt> <tt class="py-name">stats</tt><tt class="py-op">.</tt><tt class="py-name">linregress</tt><tt class="py-op">(</tt><tt class="py-name">valores1</tt><tt class="py-op">,</tt> </tt>
<a name="L688"></a><tt class="py-lineno"> 688</tt>  <tt class="py-line">                                                                      <tt class="py-name">valores2</tt><tt class="py-op">)</tt> </tt>
<a name="L689"></a><tt class="py-lineno"> 689</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-op">[</tt><tt class="py-name">gradient</tt><tt class="py-op">,</tt> <tt class="py-name">intercept</tt><tt class="py-op">,</tt> <tt class="py-name">r_value</tt><tt class="py-op">,</tt> <tt class="py-name">p_value</tt><tt class="py-op">,</tt> <tt class="py-name">std_err</tt><tt class="py-op">]</tt> </tt>
</div><a name="L690"></a><tt class="py-lineno"> 690</tt>  <tt class="py-line"> </tt>
<a name="L691"></a><tt class="py-lineno"> 691</tt>  <tt class="py-line"><tt class="py-comment"># Busca dato anterior y posterior v&#225;lido</tt> </tt>
<a name="find_neighbors"></a><div id="find_neighbors-def"><a name="L692"></a><tt class="py-lineno"> 692</tt> <a class="py-toggle" href="#" id="find_neighbors-toggle" onclick="return toggle('find_neighbors');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#find_neighbors">find_neighbors</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">iyr</tt><tt class="py-op">,</tt><tt class="py-param">cx</tt><tt class="py-op">,</tt><tt class="py-param">val</tt><tt class="py-op">=</tt><tt class="py-name">True</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="find_neighbors-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="find_neighbors-expanded"><a name="L693"></a><tt class="py-lineno"> 693</tt>  <tt class="py-line">    <tt class="py-docstring">""" Busca dato anterior y posterior v&#225;lido a un dato de inter&#233;s.</tt> </tt>
<a name="L694"></a><tt class="py-lineno"> 694</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L695"></a><tt class="py-lineno"> 695</tt>  <tt class="py-line"><tt class="py-docstring">    @param iyr: A&#241;o del dato de inter&#233;s</tt> </tt>
<a name="L696"></a><tt class="py-lineno"> 696</tt>  <tt class="py-line"><tt class="py-docstring">    @param cx: Indice de la columna del dato de inter&#233;s</tt> </tt>
<a name="L697"></a><tt class="py-lineno"> 697</tt>  <tt class="py-line"><tt class="py-docstring">    @param val: Indica si se quiere los valores o la posici&#243;n de los</tt> </tt>
<a name="L698"></a><tt class="py-lineno"> 698</tt>  <tt class="py-line"><tt class="py-docstring">        datos vecinos.</tt> </tt>
<a name="L699"></a><tt class="py-lineno"> 699</tt>  <tt class="py-line"><tt class="py-docstring">    @type val: bool</tt> </tt>
<a name="L700"></a><tt class="py-lineno"> 700</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Si val=True retorna (ant,pos,length,place)</tt> </tt>
<a name="L701"></a><tt class="py-lineno"> 701</tt>  <tt class="py-line"><tt class="py-docstring">        Si val=False retorna (antyr,antcx,posyr,poscx,yr)</tt> </tt>
<a name="L702"></a><tt class="py-lineno"> 702</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: tuple</tt> </tt>
<a name="L703"></a><tt class="py-lineno"> 703</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L704"></a><tt class="py-lineno"> 704</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L705"></a><tt class="py-lineno"> 705</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L706"></a><tt class="py-lineno"> 706</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls', 2) # Lee sheet lost</tt> </tt>
<a name="L707"></a><tt class="py-lineno"> 707</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; lind_lost_a = index_lost(a,yrx=False)</tt> </tt>
<a name="L708"></a><tt class="py-lineno"> 708</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; find_neighbors(a,lind_lost_a[0][0],lind_lost_a[0][1])</tt> </tt>
<a name="L709"></a><tt class="py-lineno"> 709</tt>  <tt class="py-line"><tt class="py-docstring">    Traceback (most recent call last):</tt> </tt>
<a name="L710"></a><tt class="py-lineno"> 710</tt>  <tt class="py-line"><tt class="py-docstring">        ...</tt> </tt>
<a name="L711"></a><tt class="py-lineno"> 711</tt>  <tt class="py-line"><tt class="py-docstring">    IndexError: Datos faltante extremo inferior</tt> </tt>
<a name="L712"></a><tt class="py-lineno"> 712</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; find_neighbors(a,lind_lost_a[3][0],lind_lost_a[3][1])</tt> </tt>
<a name="L713"></a><tt class="py-lineno"> 713</tt>  <tt class="py-line"><tt class="py-docstring">    Traceback (most recent call last):</tt> </tt>
<a name="L714"></a><tt class="py-lineno"> 714</tt>  <tt class="py-line"><tt class="py-docstring">        ...</tt> </tt>
<a name="L715"></a><tt class="py-lineno"> 715</tt>  <tt class="py-line"><tt class="py-docstring">    IndexError: Datos faltante extremo superior</tt> </tt>
<a name="L716"></a><tt class="py-lineno"> 716</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c = from_xls('data_test.xls', 3) # Lee sheet mensual1</tt> </tt>
<a name="L717"></a><tt class="py-lineno"> 717</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; index_lost(c, yrx=False, hidecx=False)</tt> </tt>
<a name="L718"></a><tt class="py-lineno"> 718</tt>  <tt class="py-line"><tt class="py-docstring">    [[1, 3], [3, 3], [3, 4], [3, 5], [3, 6], [3, 7], [3, 8], [3, 9], [3, 10], [3, 11]]</tt> </tt>
<a name="L719"></a><tt class="py-lineno"> 719</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; lind_lost_c = index_lost(c,yrx=False)</tt> </tt>
<a name="L720"></a><tt class="py-lineno"> 720</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; find_neighbors(c,lind_lost_c[0][0],lind_lost_c[0][1])</tt> </tt>
<a name="L721"></a><tt class="py-lineno"> 721</tt>  <tt class="py-line"><tt class="py-docstring">    (4.0999999999999996, 6.0999999999999996, 2, 1)</tt> </tt>
<a name="L722"></a><tt class="py-lineno"> 722</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; find_neighbors(c,lind_lost_c[0][0],lind_lost_c[0][1],val=False)</tt> </tt>
<a name="L723"></a><tt class="py-lineno"> 723</tt>  <tt class="py-line"><tt class="py-docstring">    (1951.0, 2, 1951.0, 4, 1951.0)</tt> </tt>
<a name="L724"></a><tt class="py-lineno"> 724</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L725"></a><tt class="py-lineno"> 725</tt>  <tt class="py-line">    <tt class="py-name">ant</tt> <tt class="py-op">=</tt> <tt class="py-string">''</tt> </tt>
<a name="L726"></a><tt class="py-lineno"> 726</tt>  <tt class="py-line">    <tt class="py-name">pos</tt> <tt class="py-op">=</tt> <tt class="py-string">''</tt> </tt>
<a name="L727"></a><tt class="py-lineno"> 727</tt>  <tt class="py-line">    <tt class="py-name">antcx</tt> <tt class="py-op">=</tt> <tt class="py-name">cx</tt> <tt class="py-op">-</tt> <tt class="py-number">1</tt> </tt>
<a name="L728"></a><tt class="py-lineno"> 728</tt>  <tt class="py-line">    <tt class="py-name">antiyr</tt> <tt class="py-op">=</tt> <tt class="py-name">iyr</tt> </tt>
<a name="L729"></a><tt class="py-lineno"> 729</tt>  <tt class="py-line">    <tt class="py-name">poscx</tt> <tt class="py-op">=</tt> <tt class="py-name">cx</tt> <tt class="py-op">+</tt> <tt class="py-number">1</tt> </tt>
<a name="L730"></a><tt class="py-lineno"> 730</tt>  <tt class="py-line">    <tt class="py-name">posiyr</tt> <tt class="py-op">=</tt> <tt class="py-name">iyr</tt> </tt>
<a name="L731"></a><tt class="py-lineno"> 731</tt>  <tt class="py-line">    <tt class="py-name">length</tt> <tt class="py-op">=</tt> <tt class="py-number">2</tt> </tt>
<a name="L732"></a><tt class="py-lineno"> 732</tt>  <tt class="py-line">    <tt class="py-name">place</tt> <tt class="py-op">=</tt> <tt class="py-number">1</tt> </tt>
<a name="L733"></a><tt class="py-lineno"> 733</tt>  <tt class="py-line">    <tt class="py-keyword">while</tt> <tt class="py-name">ant</tt> <tt class="py-op">==</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L734"></a><tt class="py-lineno"> 734</tt>  <tt class="py-line">        <tt class="py-comment"># Caso extremo inferior</tt> </tt>
<a name="L735"></a><tt class="py-lineno"> 735</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">antcx</tt> <tt class="py-op">==</tt> <tt class="py-op">-</tt><tt class="py-number">1</tt><tt class="py-op">:</tt> </tt>
<a name="L736"></a><tt class="py-lineno"> 736</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">antiyr</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt><tt class="py-op">:</tt> </tt>
<a name="L737"></a><tt class="py-lineno"> 737</tt>  <tt class="py-line">                <tt class="py-keyword">raise</tt> <tt class="py-name">IndexError</tt><tt class="py-op">,</tt> <tt class="py-string">"Datos faltante extremo inferior"</tt> </tt>
<a name="L738"></a><tt class="py-lineno"> 738</tt>  <tt class="py-line">            <tt class="py-comment"># Requiere filas homogeneas</tt> </tt>
<a name="L739"></a><tt class="py-lineno"> 739</tt>  <tt class="py-line">            <tt class="py-name">antiyr</tt> <tt class="py-op">-=</tt> <tt class="py-number">1</tt> </tt>
<a name="L740"></a><tt class="py-lineno"> 740</tt>  <tt class="py-line">            <tt class="py-name">antcx</tt> <tt class="py-op">=</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">antiyr</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> <tt class="py-op">-</tt> <tt class="py-number">1</tt> </tt>
<a name="L741"></a><tt class="py-lineno"> 741</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">antiyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">antcx</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L742"></a><tt class="py-lineno"> 742</tt>  <tt class="py-line">                <tt class="py-name">ant</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">antiyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">antcx</tt><tt class="py-op">]</tt> </tt>
<a name="L743"></a><tt class="py-lineno"> 743</tt>  <tt class="py-line">                <tt class="py-keyword">break</tt> </tt>
<a name="L744"></a><tt class="py-lineno"> 744</tt>  <tt class="py-line">        <tt class="py-comment"># Caso intermedio</tt> </tt>
<a name="L745"></a><tt class="py-lineno"> 745</tt>  <tt class="py-line">        <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L746"></a><tt class="py-lineno"> 746</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">antiyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">antcx</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L747"></a><tt class="py-lineno"> 747</tt>  <tt class="py-line">                <tt class="py-name">ant</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">antiyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">antcx</tt><tt class="py-op">]</tt> </tt>
<a name="L748"></a><tt class="py-lineno"> 748</tt>  <tt class="py-line">                <tt class="py-keyword">break</tt> </tt>
<a name="L749"></a><tt class="py-lineno"> 749</tt>  <tt class="py-line">        <tt class="py-name">antcx</tt> <tt class="py-op">=</tt> <tt class="py-name">antcx</tt> <tt class="py-op">-</tt> <tt class="py-number">1</tt> </tt>
<a name="L750"></a><tt class="py-lineno"> 750</tt>  <tt class="py-line">        <tt class="py-name">length</tt> <tt class="py-op">+=</tt> <tt class="py-number">1</tt> </tt>
<a name="L751"></a><tt class="py-lineno"> 751</tt>  <tt class="py-line">        <tt class="py-name">place</tt> <tt class="py-op">+=</tt> <tt class="py-number">1</tt> </tt>
<a name="L752"></a><tt class="py-lineno"> 752</tt>  <tt class="py-line">    <tt class="py-keyword">while</tt> <tt class="py-name">pos</tt> <tt class="py-op">==</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L753"></a><tt class="py-lineno"> 753</tt>  <tt class="py-line">        <tt class="py-comment"># Caso extremo superior</tt> </tt>
<a name="L754"></a><tt class="py-lineno"> 754</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">poscx</tt> <tt class="py-op">==</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">posiyr</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L755"></a><tt class="py-lineno"> 755</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">posiyr</tt> <tt class="py-op">==</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> <tt class="py-op">-</tt> <tt class="py-number">1</tt><tt class="py-op">:</tt> </tt>
<a name="L756"></a><tt class="py-lineno"> 756</tt>  <tt class="py-line">                <tt class="py-keyword">raise</tt> <tt class="py-name">IndexError</tt><tt class="py-op">,</tt> <tt class="py-string">"Datos faltante extremo superior"</tt> </tt>
<a name="L757"></a><tt class="py-lineno"> 757</tt>  <tt class="py-line">            <tt class="py-comment"># Requiere filas homogeneas</tt> </tt>
<a name="L758"></a><tt class="py-lineno"> 758</tt>  <tt class="py-line">            <tt class="py-name">posiyr</tt> <tt class="py-op">+=</tt> <tt class="py-number">1</tt> </tt>
<a name="L759"></a><tt class="py-lineno"> 759</tt>  <tt class="py-line">            <tt class="py-name">poscx</tt> <tt class="py-op">=</tt> <tt class="py-number">0</tt> </tt>
<a name="L760"></a><tt class="py-lineno"> 760</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">posiyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">poscx</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L761"></a><tt class="py-lineno"> 761</tt>  <tt class="py-line">                <tt class="py-name">pos</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">posiyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">poscx</tt><tt class="py-op">]</tt> </tt>
<a name="L762"></a><tt class="py-lineno"> 762</tt>  <tt class="py-line">                <tt class="py-keyword">break</tt> </tt>
<a name="L763"></a><tt class="py-lineno"> 763</tt>  <tt class="py-line">        <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L764"></a><tt class="py-lineno"> 764</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">posiyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">poscx</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L765"></a><tt class="py-lineno"> 765</tt>  <tt class="py-line">                <tt class="py-name">pos</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">posiyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">poscx</tt><tt class="py-op">]</tt> </tt>
<a name="L766"></a><tt class="py-lineno"> 766</tt>  <tt class="py-line">                <tt class="py-keyword">break</tt> </tt>
<a name="L767"></a><tt class="py-lineno"> 767</tt>  <tt class="py-line">        <tt class="py-name">poscx</tt> <tt class="py-op">=</tt> <tt class="py-name">poscx</tt> <tt class="py-op">+</tt> <tt class="py-number">1</tt> </tt>
<a name="L768"></a><tt class="py-lineno"> 768</tt>  <tt class="py-line">        <tt class="py-name">length</tt> <tt class="py-op">+=</tt> <tt class="py-number">1</tt> </tt>
<a name="L769"></a><tt class="py-lineno"> 769</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">val</tt><tt class="py-op">:</tt> </tt>
<a name="L770"></a><tt class="py-lineno"> 770</tt>  <tt class="py-line">        <tt class="py-keyword">return</tt> <tt class="py-op">(</tt><tt class="py-name">ant</tt><tt class="py-op">,</tt><tt class="py-name">pos</tt><tt class="py-op">,</tt><tt class="py-name">length</tt><tt class="py-op">,</tt><tt class="py-name">place</tt><tt class="py-op">)</tt> </tt>
<a name="L771"></a><tt class="py-lineno"> 771</tt>  <tt class="py-line">    <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L772"></a><tt class="py-lineno"> 772</tt>  <tt class="py-line">        <tt class="py-keyword">return</tt> <tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">antiyr</tt><tt class="py-op">]</tt><tt class="py-op">,</tt><tt class="py-name">antcx</tt><tt class="py-op">,</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">posiyr</tt><tt class="py-op">]</tt><tt class="py-op">,</tt><tt class="py-name">poscx</tt><tt class="py-op">,</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyr</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
</div><a name="L773"></a><tt class="py-lineno"> 773</tt>  <tt class="py-line"> </tt>
<a name="L774"></a><tt class="py-lineno"> 774</tt>  <tt class="py-line"><tt class="py-comment"># Rellenar datos faltantes con prom datos anterior y posterior v&#225;lida</tt> </tt>
<a name="fill_data_s"></a><div id="fill_data_s-def"><a name="L775"></a><tt class="py-lineno"> 775</tt> <a class="py-toggle" href="#" id="fill_data_s-toggle" onclick="return toggle('fill_data_s');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#fill_data_s">fill_data_s</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">lind_lost</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="fill_data_s-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="fill_data_s-expanded"><a name="L776"></a><tt class="py-lineno"> 776</tt>  <tt class="py-line">    <tt class="py-docstring">"""Rellenar datos faltantes con prom datos anterior y posterior v&#225;lida</tt> </tt>
<a name="L777"></a><tt class="py-lineno"> 777</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L778"></a><tt class="py-lineno"> 778</tt>  <tt class="py-line"><tt class="py-docstring">    @param lind_lost: Lista de &#237;ndice de datos faltantes.</tt> </tt>
<a name="L779"></a><tt class="py-lineno"> 779</tt>  <tt class="py-line"><tt class="py-docstring">        Si lind_lost=None entonces rellena todos los datos faltantes</tt> </tt>
<a name="L780"></a><tt class="py-lineno"> 780</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Matriz de datos con datos rellenados</tt> </tt>
<a name="L781"></a><tt class="py-lineno"> 781</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: Matriz de datos</tt> </tt>
<a name="L782"></a><tt class="py-lineno"> 782</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L783"></a><tt class="py-lineno"> 783</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L784"></a><tt class="py-lineno"> 784</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L785"></a><tt class="py-lineno"> 785</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c = from_xls('data_test.xls', 3) # Lee sheet mensual1</tt> </tt>
<a name="L786"></a><tt class="py-lineno"> 786</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; index_lost(c, yrx=False, hidecx=False)</tt> </tt>
<a name="L787"></a><tt class="py-lineno"> 787</tt>  <tt class="py-line"><tt class="py-docstring">    [[1, 3], [3, 3], [3, 4], [3, 5], [3, 6], [3, 7], [3, 8], [3, 9], [3, 10], [3, 11]]</tt> </tt>
<a name="L788"></a><tt class="py-lineno"> 788</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c_r = fill_data_s(c)</tt> </tt>
<a name="L789"></a><tt class="py-lineno"> 789</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c[1][1][3]</tt> </tt>
<a name="L790"></a><tt class="py-lineno"> 790</tt>  <tt class="py-line"><tt class="py-docstring">    ''</tt> </tt>
<a name="L791"></a><tt class="py-lineno"> 791</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c_r[1][1][3]</tt> </tt>
<a name="L792"></a><tt class="py-lineno"> 792</tt>  <tt class="py-line"><tt class="py-docstring">    5.0999999999999996</tt> </tt>
<a name="L793"></a><tt class="py-lineno"> 793</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L794"></a><tt class="py-lineno"> 794</tt>  <tt class="py-line">    <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> <tt class="py-op">=</tt> <tt id="link-18" class="py-name" targets="Function hidro_data.copy_data()=hidro_data-module.html#copy_data"><a title="hidro_data.copy_data" class="py-name" href="#" onclick="return doclink('link-18', 'copy_data', 'link-18');">copy_data</a></tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">)</tt> </tt>
<a name="L795"></a><tt class="py-lineno"> 795</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">lind_lost</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L796"></a><tt class="py-lineno"> 796</tt>  <tt class="py-line">        <tt class="py-name">lind_lost</tt> <tt class="py-op">=</tt> <tt id="link-19" class="py-name" targets="Function hidro_data.index_lost()=hidro_data-module.html#index_lost"><a title="hidro_data.index_lost" class="py-name" href="#" onclick="return doclink('link-19', 'index_lost', 'link-19');">index_lost</a></tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">,</tt><tt class="py-name">yrx</tt><tt class="py-op">=</tt><tt class="py-name">False</tt><tt class="py-op">)</tt> </tt>
<a name="L797"></a><tt class="py-lineno"> 797</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">ind_lost</tt> <tt class="py-keyword">in</tt> <tt class="py-name">lind_lost</tt><tt class="py-op">:</tt> </tt>
<a name="L798"></a><tt class="py-lineno"> 798</tt>  <tt class="py-line">        <tt class="py-name">iyr</tt> <tt class="py-op">=</tt> <tt class="py-name">ind_lost</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt> </tt>
<a name="L799"></a><tt class="py-lineno"> 799</tt>  <tt class="py-line">        <tt class="py-name">cx</tt> <tt class="py-op">=</tt> <tt class="py-name">ind_lost</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt> </tt>
<a name="L800"></a><tt class="py-lineno"> 800</tt>  <tt class="py-line">        <tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L801"></a><tt class="py-lineno"> 801</tt>  <tt class="py-line">            <tt class="py-comment"># Utiliza Fn find_neighbors</tt> </tt>
<a name="L802"></a><tt class="py-lineno"> 802</tt>  <tt class="py-line">            <tt class="py-name">ant</tt><tt class="py-op">,</tt> <tt class="py-name">pos</tt><tt class="py-op">,</tt> <tt class="py-name">length</tt><tt class="py-op">,</tt> <tt class="py-name">place</tt> <tt class="py-op">=</tt> <tt id="link-20" class="py-name" targets="Function hidro_data.find_neighbors()=hidro_data-module.html#find_neighbors"><a title="hidro_data.find_neighbors" class="py-name" href="#" onclick="return doclink('link-20', 'find_neighbors', 'link-20');">find_neighbors</a></tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">,</tt> <tt class="py-name">iyr</tt><tt class="py-op">,</tt> <tt class="py-name">cx</tt><tt class="py-op">)</tt> </tt>
<a name="L803"></a><tt class="py-lineno"> 803</tt>  <tt class="py-line">        <tt class="py-comment"># En casos extremos no rellena datos</tt> </tt>
<a name="L804"></a><tt class="py-lineno"> 804</tt>  <tt class="py-line">        <tt class="py-keyword">except</tt> <tt class="py-name">IndexError</tt><tt class="py-op">:</tt> </tt>
<a name="L805"></a><tt class="py-lineno"> 805</tt>  <tt class="py-line">            <tt class="py-keyword">pass</tt> </tt>
<a name="L806"></a><tt class="py-lineno"> 806</tt>  <tt class="py-line">        <tt class="py-comment"># Rellena si falta un solo dato</tt> </tt>
<a name="L807"></a><tt class="py-lineno"> 807</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">length</tt> <tt class="py-op">==</tt> <tt class="py-number">2</tt><tt class="py-op">:</tt> </tt>
<a name="L808"></a><tt class="py-lineno"> 808</tt>  <tt class="py-line">            <tt class="py-name">valores</tt><tt class="py-op">[</tt><tt class="py-name">iyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">=</tt> <tt class="py-op">(</tt><tt class="py-name">ant</tt> <tt class="py-op">+</tt> <tt class="py-name">pos</tt><tt class="py-op">)</tt> <tt class="py-op">/</tt> <tt class="py-number">2</tt> </tt>
<a name="L809"></a><tt class="py-lineno"> 809</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> </tt>
</div><a name="L810"></a><tt class="py-lineno"> 810</tt>  <tt class="py-line"> </tt>
<a name="L811"></a><tt class="py-lineno"> 811</tt>  <tt class="py-line"> </tt>
<a name="L812"></a><tt class="py-lineno"> 812</tt>  <tt class="py-line"><tt class="py-comment"># Rellenar datos faltantes con regresi&#243;n lineal</tt> </tt>
<a name="fill_data"></a><div id="fill_data-def"><a name="L813"></a><tt class="py-lineno"> 813</tt> <a class="py-toggle" href="#" id="fill_data-toggle" onclick="return toggle('fill_data');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#fill_data">fill_data</a><tt class="py-op">(</tt><tt class="py-param">data1</tt><tt class="py-op">,</tt><tt class="py-param">data2</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt><tt class="py-param">lind_lost</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt><tt class="py-param">lin_reg_param</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="fill_data-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="fill_data-expanded"><a name="L814"></a><tt class="py-lineno"> 814</tt>  <tt class="py-line">    <tt class="py-docstring">"""Rellenar datos faltantes y corrige con regresi&#243;n lineal</tt> </tt>
<a name="L815"></a><tt class="py-lineno"> 815</tt>  <tt class="py-line"><tt class="py-docstring">    @param data1: Matriz de datos</tt> </tt>
<a name="L816"></a><tt class="py-lineno"> 816</tt>  <tt class="py-line"><tt class="py-docstring">    @param data2: Matriz de datos</tt> </tt>
<a name="L817"></a><tt class="py-lineno"> 817</tt>  <tt class="py-line"><tt class="py-docstring">        Si data2=None s&#243;lo rellena con prom datos anterior y posterior v&#225;lida</tt> </tt>
<a name="L818"></a><tt class="py-lineno"> 818</tt>  <tt class="py-line"><tt class="py-docstring">    @param lind_lost: Lista de &#237;ndice de datos faltantes.</tt> </tt>
<a name="L819"></a><tt class="py-lineno"> 819</tt>  <tt class="py-line"><tt class="py-docstring">        Si lind_lost=None entonces rellena todos los datos faltantes</tt> </tt>
<a name="L820"></a><tt class="py-lineno"> 820</tt>  <tt class="py-line"><tt class="py-docstring">    @param lin_reg_param: Par&#225;metros de la regresi&#243;n lineal</tt> </tt>
<a name="L821"></a><tt class="py-lineno"> 821</tt>  <tt class="py-line"><tt class="py-docstring">        Si lin_reg_param=None calcula los par&#225;metros a partir de data2.</tt> </tt>
<a name="L822"></a><tt class="py-lineno"> 822</tt>  <tt class="py-line"><tt class="py-docstring">    @type lin_reg_param: tuple (gradient, intercept, r_value, p_value, std_err)</tt> </tt>
<a name="L823"></a><tt class="py-lineno"> 823</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Matriz de datos con datos rellenados</tt> </tt>
<a name="L824"></a><tt class="py-lineno"> 824</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: Matriz de datos</tt> </tt>
<a name="L825"></a><tt class="py-lineno"> 825</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L826"></a><tt class="py-lineno"> 826</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L827"></a><tt class="py-lineno"> 827</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L828"></a><tt class="py-lineno"> 828</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c = from_xls('data_test.xls', 3) # Lee sheet mensual1</tt> </tt>
<a name="L829"></a><tt class="py-lineno"> 829</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; index_lost(c, yrx=False, hidecx=False)</tt> </tt>
<a name="L830"></a><tt class="py-lineno"> 830</tt>  <tt class="py-line"><tt class="py-docstring">    [[1, 3], [3, 3], [3, 4], [3, 5], [3, 6], [3, 7], [3, 8], [3, 9], [3, 10], [3, 11]]</tt> </tt>
<a name="L831"></a><tt class="py-lineno"> 831</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c_r = fill_data(c)</tt> </tt>
<a name="L832"></a><tt class="py-lineno"> 832</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c[1][1][3]</tt> </tt>
<a name="L833"></a><tt class="py-lineno"> 833</tt>  <tt class="py-line"><tt class="py-docstring">    ''</tt> </tt>
<a name="L834"></a><tt class="py-lineno"> 834</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; c_r[1][1][3]</tt> </tt>
<a name="L835"></a><tt class="py-lineno"> 835</tt>  <tt class="py-line"><tt class="py-docstring">    5.0999999999999996</tt> </tt>
<a name="L836"></a><tt class="py-lineno"> 836</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L837"></a><tt class="py-lineno"> 837</tt>  <tt class="py-line">    <tt class="py-comment"># Crea un duplicado de data </tt> </tt>
<a name="L838"></a><tt class="py-lineno"> 838</tt>  <tt class="py-line">    <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> <tt class="py-op">=</tt> <tt id="link-21" class="py-name"><a title="hidro_data.copy_data" class="py-name" href="#" onclick="return doclink('link-21', 'copy_data', 'link-18');">copy_data</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">)</tt> </tt>
<a name="L839"></a><tt class="py-lineno"> 839</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">lind_lost</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L840"></a><tt class="py-lineno"> 840</tt>  <tt class="py-line">        <tt class="py-name">lind_lost</tt> <tt class="py-op">=</tt> <tt id="link-22" class="py-name"><a title="hidro_data.index_lost" class="py-name" href="#" onclick="return doclink('link-22', 'index_lost', 'link-19');">index_lost</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">,</tt><tt class="py-name">yrx</tt><tt class="py-op">=</tt><tt class="py-name">False</tt><tt class="py-op">)</tt> </tt>
<a name="L841"></a><tt class="py-lineno"> 841</tt>  <tt class="py-line">    <tt class="py-comment"># Caso 1 s&#243;lo dato</tt> </tt>
<a name="L842"></a><tt class="py-lineno"> 842</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">lind_lost</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> </tt>
<a name="L843"></a><tt class="py-lineno"> 843</tt>  <tt class="py-line">        <tt class="py-name">lind_lost</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">lind_lost</tt><tt class="py-op">]</tt> </tt>
<a name="L844"></a><tt class="py-lineno"> 844</tt>  <tt class="py-line">        <tt class="py-name">one_data</tt> <tt class="py-op">=</tt> <tt class="py-name">True</tt> </tt>
<a name="L845"></a><tt class="py-lineno"> 845</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">lin_reg_param</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt> <tt class="py-keyword">and</tt> <tt class="py-name">data2</tt> <tt class="py-op">!=</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L846"></a><tt class="py-lineno"> 846</tt>  <tt class="py-line">        <tt class="py-name">lin_reg_param</tt> <tt class="py-op">=</tt> <tt id="link-23" class="py-name" targets="Function hidro_data.lin_reg()=hidro_data-module.html#lin_reg"><a title="hidro_data.lin_reg" class="py-name" href="#" onclick="return doclink('link-23', 'lin_reg', 'link-23');">lin_reg</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">,</tt><tt class="py-name">data2</tt><tt class="py-op">)</tt>   <tt class="py-comment"># Utiliza Fn lin_reg</tt> </tt>
<a name="L847"></a><tt class="py-lineno"> 847</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">ind_lost</tt> <tt class="py-keyword">in</tt> <tt class="py-name">lind_lost</tt><tt class="py-op">:</tt> </tt>
<a name="L848"></a><tt class="py-lineno"> 848</tt>  <tt class="py-line">        <tt class="py-name">iyr</tt> <tt class="py-op">=</tt> <tt class="py-name">ind_lost</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt> </tt>
<a name="L849"></a><tt class="py-lineno"> 849</tt>  <tt class="py-line">        <tt class="py-name">cx</tt> <tt class="py-op">=</tt> <tt class="py-name">ind_lost</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt> </tt>
<a name="L850"></a><tt class="py-lineno"> 850</tt>  <tt class="py-line">        <tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L851"></a><tt class="py-lineno"> 851</tt>  <tt class="py-line">            <tt class="py-comment"># Utiliza Fn find_neighbors</tt> </tt>
<a name="L852"></a><tt class="py-lineno"> 852</tt>  <tt class="py-line">            <tt class="py-name">ant</tt><tt class="py-op">,</tt> <tt class="py-name">pos</tt><tt class="py-op">,</tt> <tt class="py-name">length</tt><tt class="py-op">,</tt> <tt class="py-name">place</tt> <tt class="py-op">=</tt> <tt id="link-24" class="py-name"><a title="hidro_data.find_neighbors" class="py-name" href="#" onclick="return doclink('link-24', 'find_neighbors', 'link-20');">find_neighbors</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">,</tt> <tt class="py-name">iyr</tt><tt class="py-op">,</tt> <tt class="py-name">cx</tt><tt class="py-op">,</tt> <tt class="py-name">val</tt><tt class="py-op">=</tt><tt class="py-name">True</tt><tt class="py-op">)</tt> </tt>
<a name="L853"></a><tt class="py-lineno"> 853</tt>  <tt class="py-line">        <tt class="py-comment"># En casos extremos no rellena datos</tt> </tt>
<a name="L854"></a><tt class="py-lineno"> 854</tt>  <tt class="py-line">        <tt class="py-keyword">except</tt> <tt class="py-name">IndexError</tt><tt class="py-op">:</tt> </tt>
<a name="L855"></a><tt class="py-lineno"> 855</tt>  <tt class="py-line">            <tt class="py-keyword">pass</tt> </tt>
<a name="L856"></a><tt class="py-lineno"> 856</tt>  <tt class="py-line">        <tt class="py-comment"># Rellena datos con interpolaci&#243;n lineal de datos vecinos</tt> </tt>
<a name="L857"></a><tt class="py-lineno"> 857</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">length</tt> <tt class="py-op">&gt;</tt> <tt class="py-number">5</tt> <tt class="py-keyword">and</tt> <tt class="py-name">data2</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L858"></a><tt class="py-lineno"> 858</tt>  <tt class="py-line">            <tt class="py-name">warnings</tt><tt class="py-op">.</tt><tt class="py-name">warn</tt><tt class="py-op">(</tt><tt class="py-string">"Interpolaci&#243;n tramo de m&#225;s de 4 datos faltantes"</tt><tt class="py-op">,</tt><tt class="py-name">RuntimeWarning</tt><tt class="py-op">)</tt> </tt>
<a name="L859"></a><tt class="py-lineno"> 859</tt>  <tt class="py-line">        <tt class="py-name">m</tt> <tt class="py-op">=</tt> <tt class="py-op">(</tt><tt class="py-name">pos</tt> <tt class="py-op">-</tt> <tt class="py-name">ant</tt><tt class="py-op">)</tt> <tt class="py-op">/</tt> <tt class="py-op">(</tt><tt class="py-name">length</tt><tt class="py-op">)</tt> </tt>
<a name="L860"></a><tt class="py-lineno"> 860</tt>  <tt class="py-line">        <tt class="py-name">yl</tt> <tt class="py-op">=</tt> <tt class="py-name">m</tt> <tt class="py-op">*</tt> <tt class="py-name">place</tt> <tt class="py-op">+</tt> <tt class="py-name">ant</tt> </tt>
<a name="L861"></a><tt class="py-lineno"> 861</tt>  <tt class="py-line">        <tt class="py-name">valores</tt><tt class="py-op">[</tt><tt class="py-name">iyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">=</tt> <tt class="py-name">yl</tt> </tt>
<a name="L862"></a><tt class="py-lineno"> 862</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">data2</tt> <tt class="py-op">!=</tt> <tt class="py-name">None</tt> <tt class="py-keyword">and</tt> <tt class="py-name">length</tt> <tt class="py-op">&gt;</tt> <tt class="py-number">2</tt><tt class="py-op">:</tt> </tt>
<a name="L863"></a><tt class="py-lineno"> 863</tt>  <tt class="py-line">            <tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L864"></a><tt class="py-lineno"> 864</tt>  <tt class="py-line">                <tt class="py-comment">## Correcci&#243;n de interpolaci&#243;n lineal con LR de estaci&#243;n data2</tt> </tt>
<a name="L865"></a><tt class="py-lineno"> 865</tt>  <tt class="py-line">                <tt class="py-name">antyr</tt><tt class="py-op">,</tt> <tt class="py-name">antcx</tt><tt class="py-op">,</tt> <tt class="py-name">posyr</tt><tt class="py-op">,</tt> <tt class="py-name">poscx</tt><tt class="py-op">,</tt> <tt id="link-25" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-25', 'yr', 'link-6');">yr</a></tt> <tt class="py-op">=</tt> <tt id="link-26" class="py-name"><a title="hidro_data.find_neighbors" class="py-name" href="#" onclick="return doclink('link-26', 'find_neighbors', 'link-20');">find_neighbors</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">,</tt><tt class="py-name">iyr</tt><tt class="py-op">,</tt><tt class="py-name">cx</tt><tt class="py-op">,</tt><tt class="py-name">val</tt><tt class="py-op">=</tt><tt class="py-name">False</tt><tt class="py-op">)</tt> </tt>
<a name="L866"></a><tt class="py-lineno"> 866</tt>  <tt class="py-line">                <tt class="py-name">ylr1</tt> <tt class="py-op">=</tt> <tt id="link-27" class="py-name" targets="Function hidro_data.data_lr()=hidro_data-module.html#data_lr"><a title="hidro_data.data_lr" class="py-name" href="#" onclick="return doclink('link-27', 'data_lr', 'link-27');">data_lr</a></tt><tt class="py-op">(</tt><tt class="py-name">data2</tt><tt class="py-op">,</tt><tt class="py-op">[</tt><tt class="py-name">antyr</tt><tt class="py-op">,</tt> <tt class="py-name">antcx</tt><tt class="py-op">]</tt><tt class="py-op">,</tt><tt class="py-name">lin_reg_param</tt><tt class="py-op">)</tt> </tt>
<a name="L867"></a><tt class="py-lineno"> 867</tt>  <tt class="py-line">                <tt class="py-name">ylr2</tt> <tt class="py-op">=</tt> <tt id="link-28" class="py-name"><a title="hidro_data.data_lr" class="py-name" href="#" onclick="return doclink('link-28', 'data_lr', 'link-27');">data_lr</a></tt><tt class="py-op">(</tt><tt class="py-name">data2</tt><tt class="py-op">,</tt><tt class="py-op">[</tt><tt class="py-name">posyr</tt><tt class="py-op">,</tt> <tt class="py-name">poscx</tt><tt class="py-op">]</tt><tt class="py-op">,</tt><tt class="py-name">lin_reg_param</tt><tt class="py-op">)</tt> </tt>
<a name="L868"></a><tt class="py-lineno"> 868</tt>  <tt class="py-line">                <tt class="py-name">ylr</tt> <tt class="py-op">=</tt> <tt id="link-29" class="py-name"><a title="hidro_data.data_lr" class="py-name" href="#" onclick="return doclink('link-29', 'data_lr', 'link-27');">data_lr</a></tt><tt class="py-op">(</tt><tt class="py-name">data2</tt><tt class="py-op">,</tt><tt class="py-op">[</tt><tt id="link-30" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-30', 'yr', 'link-6');">yr</a></tt><tt class="py-op">,</tt> <tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">,</tt><tt class="py-name">lin_reg_param</tt><tt class="py-op">)</tt> </tt>
<a name="L869"></a><tt class="py-lineno"> 869</tt>  <tt class="py-line">                <tt class="py-name">error1</tt> <tt class="py-op">=</tt> <tt class="py-op">(</tt><tt class="py-name">ant</tt> <tt class="py-op">-</tt> <tt class="py-name">ylr1</tt><tt class="py-op">)</tt> <tt class="py-op">/</tt> <tt class="py-name">ant</tt> </tt>
<a name="L870"></a><tt class="py-lineno"> 870</tt>  <tt class="py-line">                <tt class="py-name">error3</tt> <tt class="py-op">=</tt> <tt class="py-op">(</tt><tt class="py-name">pos</tt> <tt class="py-op">-</tt> <tt class="py-name">ylr2</tt><tt class="py-op">)</tt> <tt class="py-op">/</tt> <tt class="py-name">pos</tt> </tt>
<a name="L871"></a><tt class="py-lineno"> 871</tt>  <tt class="py-line">                <tt class="py-name">error2_ast</tt> <tt class="py-op">=</tt> <tt class="py-op">(</tt><tt class="py-name">error1</tt> <tt class="py-op">+</tt> <tt class="py-name">error3</tt><tt class="py-op">)</tt> <tt class="py-op">/</tt> <tt class="py-number">2</tt> </tt>
<a name="L872"></a><tt class="py-lineno"> 872</tt>  <tt class="py-line">                <tt class="py-name">yl_ast</tt> <tt class="py-op">=</tt> <tt class="py-name">error2_ast</tt> <tt class="py-op">*</tt> <tt class="py-name">yl</tt> <tt class="py-op">+</tt> <tt class="py-name">ylr</tt> </tt>
<a name="L873"></a><tt class="py-lineno"> 873</tt>  <tt class="py-line">                <tt class="py-name">yl_c</tt> <tt class="py-op">=</tt> <tt class="py-op">(</tt><tt class="py-name">yl_ast</tt> <tt class="py-op">+</tt> <tt class="py-name">yl</tt><tt class="py-op">)</tt> <tt class="py-op">/</tt> <tt class="py-number">2</tt> </tt>
<a name="L874"></a><tt class="py-lineno"> 874</tt>  <tt class="py-line">                <tt class="py-comment"># Caso correci&#243;n genera caudales negativos</tt> </tt>
<a name="L875"></a><tt class="py-lineno"> 875</tt>  <tt class="py-line">                <tt class="py-keyword">if</tt> <tt class="py-name">yl_c</tt> <tt class="py-op">&lt;</tt> <tt class="py-number">0</tt><tt class="py-op">:</tt> </tt>
<a name="L876"></a><tt class="py-lineno"> 876</tt>  <tt class="py-line">                    <tt class="py-keyword">pass</tt> </tt>
<a name="L877"></a><tt class="py-lineno"> 877</tt>  <tt class="py-line">                <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L878"></a><tt class="py-lineno"> 878</tt>  <tt class="py-line">                    <tt class="py-name">valores</tt><tt class="py-op">[</tt><tt class="py-name">iyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">=</tt> <tt class="py-name">yl_c</tt> </tt>
<a name="L879"></a><tt class="py-lineno"> 879</tt>  <tt class="py-line">            <tt class="py-keyword">except</tt> <tt class="py-name">ValueError</tt><tt class="py-op">:</tt> </tt>
<a name="L880"></a><tt class="py-lineno"> 880</tt>  <tt class="py-line">                <tt class="py-comment"># En caso que data_lr de un error no coorige por LR</tt> </tt>
<a name="L881"></a><tt class="py-lineno"> 881</tt>  <tt class="py-line">                <tt class="py-keyword">pass</tt> </tt>
<a name="L882"></a><tt class="py-lineno"> 882</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> </tt>
</div><a name="L883"></a><tt class="py-lineno"> 883</tt>  <tt class="py-line"> </tt>
<a name="copy_data"></a><div id="copy_data-def"><a name="L884"></a><tt class="py-lineno"> 884</tt> <a class="py-toggle" href="#" id="copy_data-toggle" onclick="return toggle('copy_data');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#copy_data">copy_data</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="copy_data-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="copy_data-expanded"><a name="L885"></a><tt class="py-lineno"> 885</tt>  <tt class="py-line">    <tt class="py-docstring">""" Create the copy of thr data.</tt> </tt>
<a name="L886"></a><tt class="py-lineno"> 886</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos original</tt> </tt>
<a name="L887"></a><tt class="py-lineno"> 887</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Copia de matriz de datos</tt> </tt>
<a name="L888"></a><tt class="py-lineno"> 888</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: Matriz de datos</tt> </tt>
<a name="L889"></a><tt class="py-lineno"> 889</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L890"></a><tt class="py-lineno"> 890</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Esta funci&#243;n genera una copia dura de la</tt> </tt>
<a name="L891"></a><tt class="py-lineno"> 891</tt>  <tt class="py-line"><tt class="py-docstring">        matriz de datos original</tt> </tt>
<a name="L892"></a><tt class="py-lineno"> 892</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L893"></a><tt class="py-lineno"> 893</tt>  <tt class="py-line">    <tt class="py-name">yrs_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L894"></a><tt class="py-lineno"> 894</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L895"></a><tt class="py-lineno"> 895</tt>  <tt class="py-line">    <tt class="py-name">label_data</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L896"></a><tt class="py-lineno"> 896</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt id="link-31" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-31', 'yr', 'link-6');">yr</a></tt> <tt class="py-keyword">in</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">:</tt> </tt>
<a name="L897"></a><tt class="py-lineno"> 897</tt>  <tt class="py-line">        <tt class="py-name">yrs_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt id="link-32" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-32', 'yr', 'link-6');">yr</a></tt><tt class="py-op">)</tt> </tt>
<a name="L898"></a><tt class="py-lineno"> 898</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">vals</tt> <tt class="py-keyword">in</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">:</tt> </tt>
<a name="L899"></a><tt class="py-lineno"> 899</tt>  <tt class="py-line">        <tt class="py-name">aux</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L900"></a><tt class="py-lineno"> 900</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">val</tt> <tt class="py-keyword">in</tt> <tt class="py-name">vals</tt><tt class="py-op">:</tt> </tt>
<a name="L901"></a><tt class="py-lineno"> 901</tt>  <tt class="py-line">            <tt class="py-name">aux</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">val</tt><tt class="py-op">)</tt> </tt>
<a name="L902"></a><tt class="py-lineno"> 902</tt>  <tt class="py-line">        <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">aux</tt><tt class="py-op">)</tt> </tt>
<a name="L903"></a><tt class="py-lineno"> 903</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">label</tt> <tt class="py-keyword">in</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">:</tt> </tt>
<a name="L904"></a><tt class="py-lineno"> 904</tt>  <tt class="py-line">        <tt class="py-name">label_data</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">label</tt><tt class="py-op">)</tt> </tt>
<a name="L905"></a><tt class="py-lineno"> 905</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">yrs_data</tt><tt class="py-op">,</tt><tt class="py-name">valores</tt><tt class="py-op">,</tt><tt class="py-name">label_data</tt> </tt>
</div><a name="L906"></a><tt class="py-lineno"> 906</tt>  <tt class="py-line"> </tt>
<a name="L907"></a><tt class="py-lineno"> 907</tt>  <tt class="py-line"><tt class="py-comment"># Rellenar datos faltantes con regresi&#243;n lineal</tt> </tt>
<a name="L908"></a><tt class="py-lineno"> 908</tt>  <tt class="py-line"><tt class="py-comment"># OBSOLETO</tt> </tt>
<a name="data_lr"></a><div id="data_lr-def"><a name="L909"></a><tt class="py-lineno"> 909</tt> <a class="py-toggle" href="#" id="data_lr-toggle" onclick="return toggle('data_lr');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#data_lr">data_lr</a><tt class="py-op">(</tt><tt class="py-param">data2</tt><tt class="py-op">,</tt><tt class="py-param">lind_lost2</tt><tt class="py-op">,</tt><tt class="py-param">lin_reg_param</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="data_lr-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="data_lr-expanded"><a name="L910"></a><tt class="py-lineno"> 910</tt>  <tt class="py-line">    <tt class="py-docstring">""" Calcula datos de una regresi&#243;n lineal de estaci&#243;n data2</tt> </tt>
<a name="L911"></a><tt class="py-lineno"> 911</tt>  <tt class="py-line"><tt class="py-docstring">    @param data2: Matriz de datos</tt> </tt>
<a name="L912"></a><tt class="py-lineno"> 912</tt>  <tt class="py-line"><tt class="py-docstring">    @param lind_lost2: Lista de &#237;ndice de datos faltantes</tt> </tt>
<a name="L913"></a><tt class="py-lineno"> 913</tt>  <tt class="py-line"><tt class="py-docstring">    @param lin_reg_param: Par&#225;metros de la regresi&#243;n lineal</tt> </tt>
<a name="L914"></a><tt class="py-lineno"> 914</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Lista de datos con datos rellenados</tt> </tt>
<a name="L915"></a><tt class="py-lineno"> 915</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: list</tt> </tt>
<a name="L916"></a><tt class="py-lineno"> 916</tt>  <tt class="py-line"><tt class="py-docstring">    @todo: data_lr(data1,data2,lind_lost2,lin_reg_param)</tt> </tt>
<a name="L917"></a><tt class="py-lineno"> 917</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L918"></a><tt class="py-lineno"> 918</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L919"></a><tt class="py-lineno"> 919</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L920"></a><tt class="py-lineno"> 920</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; a = from_xls('data_test.xls',0) # Lee sheet mensual</tt> </tt>
<a name="L921"></a><tt class="py-lineno"> 921</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; b = from_xls('data_test.xls',3) # Lee sheet mensual1</tt> </tt>
<a name="L922"></a><tt class="py-lineno"> 922</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; lin_reg_param = [1.0, 0.0, 1.0, 7.8749999999999918e-100, 0.0]</tt> </tt>
<a name="L923"></a><tt class="py-lineno"> 923</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; lind_lost2 = [[1951.0, 3]]</tt> </tt>
<a name="L924"></a><tt class="py-lineno"> 924</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; data_lr(a,lind_lost2,lin_reg_param)</tt> </tt>
<a name="L925"></a><tt class="py-lineno"> 925</tt>  <tt class="py-line"><tt class="py-docstring">    [5.0999999999999996]</tt> </tt>
<a name="L926"></a><tt class="py-lineno"> 926</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; data_lr(a,[1951.0, 3],lin_reg_param)</tt> </tt>
<a name="L927"></a><tt class="py-lineno"> 927</tt>  <tt class="py-line"><tt class="py-docstring">    5.0999999999999996</tt> </tt>
<a name="L928"></a><tt class="py-lineno"> 928</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; data_lr(a,[[1953.0, 3]],lin_reg_param)</tt> </tt>
<a name="L929"></a><tt class="py-lineno"> 929</tt>  <tt class="py-line"><tt class="py-docstring">    Traceback (most recent call last):</tt> </tt>
<a name="L930"></a><tt class="py-lineno"> 930</tt>  <tt class="py-line"><tt class="py-docstring">    ...</tt> </tt>
<a name="L931"></a><tt class="py-lineno"> 931</tt>  <tt class="py-line"><tt class="py-docstring">    ValueError: Datos requerido fuera de rango</tt> </tt>
<a name="L932"></a><tt class="py-lineno"> 932</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L933"></a><tt class="py-lineno"> 933</tt>  <tt class="py-line">    <tt class="py-name">valores</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L934"></a><tt class="py-lineno"> 934</tt>  <tt class="py-line">    <tt class="py-name">gradient</tt> <tt class="py-op">=</tt> <tt class="py-name">lin_reg_param</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt> </tt>
<a name="L935"></a><tt class="py-lineno"> 935</tt>  <tt class="py-line">    <tt class="py-name">intercept</tt> <tt class="py-op">=</tt> <tt class="py-name">lin_reg_param</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt> </tt>
<a name="L936"></a><tt class="py-lineno"> 936</tt>  <tt class="py-line">    <tt class="py-name">one_data</tt> <tt class="py-op">=</tt> <tt class="py-name">False</tt> </tt>
<a name="L937"></a><tt class="py-lineno"> 937</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">lind_lost2</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> <tt class="py-comment"># Caso 1 s&#243;lo dato</tt> </tt>
<a name="L938"></a><tt class="py-lineno"> 938</tt>  <tt class="py-line">        <tt class="py-name">lind_lost2</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">lind_lost2</tt><tt class="py-op">]</tt> </tt>
<a name="L939"></a><tt class="py-lineno"> 939</tt>  <tt class="py-line">        <tt class="py-name">one_data</tt> <tt class="py-op">=</tt> <tt class="py-name">True</tt> </tt>
<a name="L940"></a><tt class="py-lineno"> 940</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">ind</tt> <tt class="py-keyword">in</tt> <tt class="py-name">lind_lost2</tt><tt class="py-op">:</tt>          <tt class="py-comment"># lind_lost2 = index_lost(data2)</tt> </tt>
<a name="L941"></a><tt class="py-lineno"> 941</tt>  <tt class="py-line">        <tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L942"></a><tt class="py-lineno"> 942</tt>  <tt class="py-line">            <tt class="py-name">iyr</tt> <tt class="py-op">=</tt> <tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt class="py-name">ind</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L943"></a><tt class="py-lineno"> 943</tt>  <tt class="py-line">        <tt class="py-keyword">except</tt> <tt class="py-name">ValueError</tt><tt class="py-op">:</tt> </tt>
<a name="L944"></a><tt class="py-lineno"> 944</tt>  <tt class="py-line">            <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"Datos requerido fuera de rango"</tt> </tt>
<a name="L945"></a><tt class="py-lineno"> 945</tt>  <tt class="py-line">        <tt class="py-name">cx</tt> <tt class="py-op">=</tt> <tt class="py-name">ind</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt> </tt>
<a name="L946"></a><tt class="py-lineno"> 946</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">==</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt> </tt>
<a name="L947"></a><tt class="py-lineno"> 947</tt>  <tt class="py-line">            <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"Faltan datos de otra estaci&#243;n"</tt> </tt>
<a name="L948"></a><tt class="py-lineno"> 948</tt>  <tt class="py-line">        <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L949"></a><tt class="py-lineno"> 949</tt>  <tt class="py-line">            <tt class="py-name">valores</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyr</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">*</tt> <tt class="py-name">gradient</tt> <tt class="py-op">+</tt> <tt class="py-name">intercept</tt><tt class="py-op">)</tt> </tt>
<a name="L950"></a><tt class="py-lineno"> 950</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">one_data</tt><tt class="py-op">:</tt> </tt>
<a name="L951"></a><tt class="py-lineno"> 951</tt>  <tt class="py-line">        <tt class="py-keyword">return</tt> <tt class="py-name">valores</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt> </tt>
<a name="L952"></a><tt class="py-lineno"> 952</tt>  <tt class="py-line">    <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L953"></a><tt class="py-lineno"> 953</tt>  <tt class="py-line">        <tt class="py-keyword">return</tt> <tt class="py-name">valores</tt> </tt>
</div><a name="L954"></a><tt class="py-lineno"> 954</tt>  <tt class="py-line"> </tt>
<a name="L955"></a><tt class="py-lineno"> 955</tt>  <tt class="py-line"><tt class="py-comment"># Rellenar datos faltantes con prom de datos contiguos</tt> </tt>
<a name="data_prom"></a><div id="data_prom-def"><a name="L956"></a><tt class="py-lineno"> 956</tt> <a class="py-toggle" href="#" id="data_prom-toggle" onclick="return toggle('data_prom');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#data_prom">data_prom</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">iyr</tt><tt class="py-op">,</tt><tt class="py-param">cx</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="data_prom-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="data_prom-expanded"><a name="L957"></a><tt class="py-lineno"> 957</tt>  <tt class="py-line">    <tt class="py-docstring">""" Rellena dato con promedio de mes anterior y posterior v&#225;lido</tt> </tt>
<a name="L958"></a><tt class="py-lineno"> 958</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L959"></a><tt class="py-lineno"> 959</tt>  <tt class="py-line"><tt class="py-docstring">    @param iyr: A&#241;o del dato faltante</tt> </tt>
<a name="L960"></a><tt class="py-lineno"> 960</tt>  <tt class="py-line"><tt class="py-docstring">    @param cx: Indice de la columna del dato faltante</tt> </tt>
<a name="L961"></a><tt class="py-lineno"> 961</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Datos faltante calculado con prom de datos contiguos</tt> </tt>
<a name="L962"></a><tt class="py-lineno"> 962</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: float</tt> </tt>
<a name="L963"></a><tt class="py-lineno"> 963</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L964"></a><tt class="py-lineno"> 964</tt>  <tt class="py-line">    <tt class="py-name">ant</tt><tt class="py-op">,</tt> <tt class="py-name">pos</tt><tt class="py-op">,</tt> <tt class="py-name">length</tt><tt class="py-op">,</tt> <tt class="py-name">place</tt> <tt class="py-op">=</tt> <tt id="link-33" class="py-name"><a title="hidro_data.find_neighbors" class="py-name" href="#" onclick="return doclink('link-33', 'find_neighbors', 'link-20');">find_neighbors</a></tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">,</tt> <tt class="py-name">iyr</tt><tt class="py-op">,</tt> <tt class="py-name">cx</tt><tt class="py-op">)</tt> </tt>
<a name="L965"></a><tt class="py-lineno"> 965</tt>  <tt class="py-line">    <tt class="py-name">m</tt> <tt class="py-op">=</tt> <tt class="py-op">(</tt><tt class="py-name">pos</tt> <tt class="py-op">-</tt> <tt class="py-name">ant</tt><tt class="py-op">)</tt> <tt class="py-op">/</tt> <tt class="py-op">(</tt><tt class="py-name">length</tt><tt class="py-op">)</tt> </tt>
<a name="L966"></a><tt class="py-lineno"> 966</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">m</tt> <tt class="py-op">*</tt> <tt class="py-name">place</tt> <tt class="py-op">+</tt> <tt class="py-name">ant</tt> </tt>
</div><a name="L967"></a><tt class="py-lineno"> 967</tt>  <tt class="py-line"> </tt>
<a name="L968"></a><tt class="py-lineno"> 968</tt>  <tt class="py-line"><tt class="py-comment"># Plotear correlacion entre 2 matrices de datos</tt> </tt>
<a name="plot_corr_q"></a><div id="plot_corr_q-def"><a name="L969"></a><tt class="py-lineno"> 969</tt> <a class="py-toggle" href="#" id="plot_corr_q-toggle" onclick="return toggle('plot_corr_q');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#plot_corr_q">plot_corr_q</a><tt class="py-op">(</tt><tt class="py-param">data1</tt><tt class="py-op">,</tt><tt class="py-param">data2</tt><tt class="py-op">,</tt><tt class="py-param">yr_conc</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt><tt class="py-param">lin_reg_param</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt><tt class="py-param">name_fig</tt><tt class="py-op">=</tt><tt class="py-string">'fig02'</tt><tt class="py-op">,</tt><tt class="py-param">title</tt><tt class="py-op">=</tt><tt class="py-string">'LinReg '</tt><tt class="py-op">,</tt><tt class="py-param">path_fig</tt><tt class="py-op">=</tt><tt class="py-string">''</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="plot_corr_q-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="plot_corr_q-expanded"><a name="L970"></a><tt class="py-lineno"> 970</tt>  <tt class="py-line">    <tt class="py-docstring">""" Plotear correlacion entre 2 matrices de datos</tt> </tt>
<a name="L971"></a><tt class="py-lineno"> 971</tt>  <tt class="py-line"><tt class="py-docstring">    @param data1: Matriz de datos</tt> </tt>
<a name="L972"></a><tt class="py-lineno"> 972</tt>  <tt class="py-line"><tt class="py-docstring">    @param data2: Matriz de datos</tt> </tt>
<a name="L973"></a><tt class="py-lineno"> 973</tt>  <tt class="py-line"><tt class="py-docstring">    @param yr_conc: A&#241;os concurrentes a plotear.</tt> </tt>
<a name="L974"></a><tt class="py-lineno"> 974</tt>  <tt class="py-line"><tt class="py-docstring">        Si yr_conc=None entonces plotea todos los a&#241;os concurrentes</tt> </tt>
<a name="L975"></a><tt class="py-lineno"> 975</tt>  <tt class="py-line"><tt class="py-docstring">    @param lin_reg_param: Par&#225;metros de la regresi&#243;n lineal</tt> </tt>
<a name="L976"></a><tt class="py-lineno"> 976</tt>  <tt class="py-line"><tt class="py-docstring">        Si lin_reg_param=None calcula los par&#225;metros a partir de data2</tt> </tt>
<a name="L977"></a><tt class="py-lineno"> 977</tt>  <tt class="py-line"><tt class="py-docstring">    @param name_fig: Nombre archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L978"></a><tt class="py-lineno"> 978</tt>  <tt class="py-line"><tt class="py-docstring">    @param title: T&#237;tulo del plot</tt> </tt>
<a name="L979"></a><tt class="py-lineno"> 979</tt>  <tt class="py-line"><tt class="py-docstring">    @param path_fig: Ruta de salida del plot</tt> </tt>
<a name="L980"></a><tt class="py-lineno"> 980</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L981"></a><tt class="py-lineno"> 981</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: bitmap file</tt> </tt>
<a name="L982"></a><tt class="py-lineno"> 982</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L983"></a><tt class="py-lineno"> 983</tt>  <tt class="py-line">    <tt class="py-name">valores1</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L984"></a><tt class="py-lineno"> 984</tt>  <tt class="py-line">    <tt class="py-name">valores2</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L985"></a><tt class="py-lineno"> 985</tt>  <tt class="py-line">    <tt class="py-name">valores_lin_reg</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L986"></a><tt class="py-lineno"> 986</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">yr_conc</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L987"></a><tt class="py-lineno"> 987</tt>  <tt class="py-line">        <tt class="py-name">yr_conc</tt> <tt class="py-op">=</tt> <tt id="link-34" class="py-name"><a title="hidro_data.yr_concurrent" class="py-name" href="#" onclick="return doclink('link-34', 'yr_concurrent', 'link-4');">yr_concurrent</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">,</tt><tt class="py-name">data2</tt><tt class="py-op">)</tt> <tt class="py-comment"># Utiliza Fn yr_concurrent</tt> </tt>
<a name="L988"></a><tt class="py-lineno"> 988</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">lin_reg_param</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L989"></a><tt class="py-lineno"> 989</tt>  <tt class="py-line">        <tt class="py-name">lin_reg_param</tt> <tt class="py-op">=</tt> <tt id="link-35" class="py-name"><a title="hidro_data.lin_reg" class="py-name" href="#" onclick="return doclink('link-35', 'lin_reg', 'link-23');">lin_reg</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">,</tt><tt class="py-name">data2</tt><tt class="py-op">,</tt><tt class="py-name">yr_conc</tt><tt class="py-op">)</tt>   <tt class="py-comment"># Utiliza Fn lin_reg</tt> </tt>
<a name="L990"></a><tt class="py-lineno"> 990</tt>  <tt class="py-line">    <tt class="py-name">gradient</tt> <tt class="py-op">=</tt> <tt class="py-name">lin_reg_param</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt> </tt>
<a name="L991"></a><tt class="py-lineno"> 991</tt>  <tt class="py-line">    <tt class="py-name">intercept</tt> <tt class="py-op">=</tt> <tt class="py-name">lin_reg_param</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt> </tt>
<a name="L992"></a><tt class="py-lineno"> 992</tt>  <tt class="py-line">    <tt class="py-name">r_2</tt> <tt class="py-op">=</tt> <tt class="py-name">lin_reg_param</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">**</tt><tt class="py-number">2</tt> </tt>
<a name="L993"></a><tt class="py-lineno"> 993</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt id="link-36" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-36', 'yr', 'link-6');">yr</a></tt> <tt class="py-keyword">in</tt> <tt class="py-name">yr_conc</tt><tt class="py-op">:</tt> </tt>
<a name="L994"></a><tt class="py-lineno"> 994</tt>  <tt class="py-line">        <tt class="py-name">rx1</tt> <tt class="py-op">=</tt> <tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt id="link-37" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-37', 'yr', 'link-6');">yr</a></tt><tt class="py-op">)</tt> </tt>
<a name="L995"></a><tt class="py-lineno"> 995</tt>  <tt class="py-line">        <tt class="py-name">rx2</tt> <tt class="py-op">=</tt> <tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt id="link-38" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-38', 'yr', 'link-6');">yr</a></tt><tt class="py-op">)</tt> </tt>
<a name="L996"></a><tt class="py-lineno"> 996</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">xrange</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L997"></a><tt class="py-lineno"> 997</tt>  <tt class="py-line">            <tt class="py-name">valores1</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L998"></a><tt class="py-lineno"> 998</tt>  <tt class="py-line">            <tt class="py-name">valores2</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data2</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L999"></a><tt class="py-lineno"> 999</tt>  <tt class="py-line">            <tt class="py-name">valores_lin_reg</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">rx1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">*</tt> <tt class="py-name">gradient</tt> <tt class="py-op">+</tt> <tt class="py-name">intercept</tt><tt class="py-op">)</tt> </tt>
<a name="L1000"></a><tt class="py-lineno">1000</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">plot</tt><tt class="py-op">(</tt><tt class="py-name">valores1</tt><tt class="py-op">,</tt> <tt class="py-name">valores2</tt><tt class="py-op">,</tt> <tt class="py-string">'g.'</tt><tt class="py-op">)</tt> </tt>
<a name="L1001"></a><tt class="py-lineno">1001</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">plot</tt><tt class="py-op">(</tt><tt class="py-name">valores1</tt><tt class="py-op">,</tt> <tt class="py-name">valores_lin_reg</tt><tt class="py-op">,</tt> <tt class="py-string">'r--'</tt><tt class="py-op">)</tt> </tt>
<a name="L1002"></a><tt class="py-lineno">1002</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylabel</tt><tt class="py-op">(</tt><tt class="py-string">'m3/s'</tt><tt class="py-op">)</tt> </tt>
<a name="L1003"></a><tt class="py-lineno">1003</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlabel</tt><tt class="py-op">(</tt><tt class="py-string">'m3/s'</tt><tt class="py-op">)</tt> </tt>
<a name="L1004"></a><tt class="py-lineno">1004</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">legend</tt><tt class="py-op">(</tt><tt class="py-op">[</tt><tt class="py-string">'Data'</tt><tt class="py-op">,</tt> <tt class="py-string">'LinReg'</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L1005"></a><tt class="py-lineno">1005</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">title</tt><tt class="py-op">(</tt><tt class="py-string">'%s %s\n m:%s, n:%s, R2:%s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">title</tt><tt class="py-op">,</tt> <tt class="py-name">name_fig</tt><tt class="py-op">,</tt> <tt class="py-name">gradient</tt><tt class="py-op">,</tt> <tt class="py-name">intercept</tt><tt class="py-op">,</tt> <tt class="py-name">r_2</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1006"></a><tt class="py-lineno">1006</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">savefig</tt><tt class="py-op">(</tt><tt class="py-string">'%s%s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">path_fig</tt><tt class="py-op">,</tt><tt class="py-name">name_fig</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1007"></a><tt class="py-lineno">1007</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">close</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
</div><a name="L1008"></a><tt class="py-lineno">1008</tt>  <tt class="py-line"> </tt>
<a name="L1009"></a><tt class="py-lineno">1009</tt>  <tt class="py-line"><tt class="py-comment"># Plotear datos de a&#241;os con datos completos en un s&#243;lo archivo</tt> </tt>
<a name="plot_q"></a><div id="plot_q-def"><a name="L1010"></a><tt class="py-lineno">1010</tt> <a class="py-toggle" href="#" id="plot_q-toggle" onclick="return toggle('plot_q');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#plot_q">plot_q</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">yrs</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt><tt class="py-param">name_fig</tt><tt class="py-op">=</tt><tt class="py-string">'fig01'</tt><tt class="py-op">,</tt><tt class="py-param">title</tt><tt class="py-op">=</tt><tt class="py-string">'Caudales '</tt><tt class="py-op">,</tt><tt class="py-param">path_fig</tt><tt class="py-op">=</tt><tt class="py-string">''</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="plot_q-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="plot_q-expanded"><a name="L1011"></a><tt class="py-lineno">1011</tt>  <tt class="py-line">    <tt class="py-docstring">""" Plotear caudales de a&#241;os con datos completos en un s&#243;lo archivo</tt> </tt>
<a name="L1012"></a><tt class="py-lineno">1012</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos con caudales mensuales</tt> </tt>
<a name="L1013"></a><tt class="py-lineno">1013</tt>  <tt class="py-line"><tt class="py-docstring">    @param yrs: Lista de a&#241;os a plotear</tt> </tt>
<a name="L1014"></a><tt class="py-lineno">1014</tt>  <tt class="py-line"><tt class="py-docstring">        Si yrs=None plotea todos los a&#241;os</tt> </tt>
<a name="L1015"></a><tt class="py-lineno">1015</tt>  <tt class="py-line"><tt class="py-docstring">    @param name_fig: Nombre archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1016"></a><tt class="py-lineno">1016</tt>  <tt class="py-line"><tt class="py-docstring">    @param title: T&#237;tulo del plot</tt> </tt>
<a name="L1017"></a><tt class="py-lineno">1017</tt>  <tt class="py-line"><tt class="py-docstring">    @param path_fig: Ruta de salida del plot</tt> </tt>
<a name="L1018"></a><tt class="py-lineno">1018</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1019"></a><tt class="py-lineno">1019</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: bitmap file</tt> </tt>
<a name="L1020"></a><tt class="py-lineno">1020</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L1021"></a><tt class="py-lineno">1021</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">yrs</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L1022"></a><tt class="py-lineno">1022</tt>  <tt class="py-line">        <tt class="py-name">range_i</tt> <tt class="py-op">=</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1023"></a><tt class="py-lineno">1023</tt>  <tt class="py-line">    <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L1024"></a><tt class="py-lineno">1024</tt>  <tt class="py-line">        <tt class="py-name">range_i</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L1025"></a><tt class="py-lineno">1025</tt>  <tt class="py-line">        <tt class="py-comment"># Caso un solo a&#241;o</tt> </tt>
<a name="L1026"></a><tt class="py-lineno">1026</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">yrs</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> </tt>
<a name="L1027"></a><tt class="py-lineno">1027</tt>  <tt class="py-line">            <tt class="py-name">yrs</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">yrs</tt><tt class="py-op">]</tt> </tt>
<a name="L1028"></a><tt class="py-lineno">1028</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt id="link-39" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-39', 'yr', 'link-6');">yr</a></tt> <tt class="py-keyword">in</tt> <tt class="py-name">yrs</tt><tt class="py-op">:</tt> </tt>
<a name="L1029"></a><tt class="py-lineno">1029</tt>  <tt class="py-line">            <tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L1030"></a><tt class="py-lineno">1030</tt>  <tt class="py-line">                <tt class="py-name">range_i</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt id="link-40" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-40', 'yr', 'link-6');">yr</a></tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1031"></a><tt class="py-lineno">1031</tt>  <tt class="py-line">            <tt class="py-keyword">except</tt> <tt class="py-name">ValueError</tt><tt class="py-op">:</tt> </tt>
<a name="L1032"></a><tt class="py-lineno">1032</tt>  <tt class="py-line">                <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"A&#241;o fuera de rango de datos"</tt> </tt>
<a name="L1033"></a><tt class="py-lineno">1033</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">i</tt> <tt class="py-keyword">in</tt> <tt class="py-name">range_i</tt><tt class="py-op">:</tt> </tt>
<a name="L1034"></a><tt class="py-lineno">1034</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">i</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">count</tt><tt class="py-op">(</tt><tt class="py-string">''</tt><tt class="py-op">)</tt> <tt class="py-op">==</tt> <tt class="py-number">0</tt><tt class="py-op">:</tt> </tt>
<a name="L1035"></a><tt class="py-lineno">1035</tt>  <tt class="py-line">            <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">plot</tt><tt class="py-op">(</tt><tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-number">1</tt><tt class="py-op">,</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">,</tt>     <tt class="py-comment"># No cuenta col Year</tt> </tt>
<a name="L1036"></a><tt class="py-lineno">1036</tt>  <tt class="py-line">                     <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">i</tt><tt class="py-op">]</tt><tt class="py-op">,</tt>  </tt>
<a name="L1037"></a><tt class="py-lineno">1037</tt>  <tt class="py-line">                     <tt class="py-name">label</tt><tt class="py-op">=</tt><tt class="py-name">str</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">i</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1038"></a><tt class="py-lineno">1038</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylabel</tt><tt class="py-op">(</tt><tt class="py-string">'m3/s'</tt><tt class="py-op">)</tt> </tt>
<a name="L1039"></a><tt class="py-lineno">1039</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlabel</tt><tt class="py-op">(</tt><tt class="py-string">'meses'</tt><tt class="py-op">)</tt> </tt>
<a name="L1040"></a><tt class="py-lineno">1040</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">title</tt><tt class="py-op">(</tt><tt class="py-string">'%s %s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">title</tt><tt class="py-op">,</tt> <tt class="py-name">name_fig</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1041"></a><tt class="py-lineno">1041</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xticks</tt><tt class="py-op">(</tt><tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-number">1</tt><tt class="py-op">,</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">,</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">:</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L1042"></a><tt class="py-lineno">1042</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">savefig</tt><tt class="py-op">(</tt><tt class="py-string">'%s%s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">path_fig</tt><tt class="py-op">,</tt><tt class="py-name">name_fig</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1043"></a><tt class="py-lineno">1043</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">close</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
</div><a name="L1044"></a><tt class="py-lineno">1044</tt>  <tt class="py-line"> </tt>
<a name="L1045"></a><tt class="py-lineno">1045</tt>  <tt class="py-line"><tt class="py-comment"># Plotear vol&#250;men anual de a&#241;os con datos completos</tt> </tt>
<a name="plot_vol"></a><div id="plot_vol-def"><a name="L1046"></a><tt class="py-lineno">1046</tt> <a class="py-toggle" href="#" id="plot_vol-toggle" onclick="return toggle('plot_vol');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#plot_vol">plot_vol</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">yrs</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt><tt class="py-param">name_fig</tt><tt class="py-op">=</tt><tt class="py-string">'fig02'</tt><tt class="py-op">,</tt><tt class="py-param">title</tt><tt class="py-op">=</tt><tt class="py-string">'Vol&#250;menes '</tt><tt class="py-op">,</tt><tt class="py-param">path_fig</tt><tt class="py-op">=</tt><tt class="py-string">''</tt><tt class="py-op">,</tt> <tt class="py-param">is_data_vol</tt><tt class="py-op">=</tt><tt class="py-name">False</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="plot_vol-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="plot_vol-expanded"><a name="L1047"></a><tt class="py-lineno">1047</tt>  <tt class="py-line">    <tt class="py-docstring">""" Plotear vol&#250;men anual de a&#241;os con datos completos</tt> </tt>
<a name="L1048"></a><tt class="py-lineno">1048</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L1049"></a><tt class="py-lineno">1049</tt>  <tt class="py-line"><tt class="py-docstring">    @param yrs: Lista de a&#241;os a plotear</tt> </tt>
<a name="L1050"></a><tt class="py-lineno">1050</tt>  <tt class="py-line"><tt class="py-docstring">        Si yrs=None plotea todos los a&#241;os</tt> </tt>
<a name="L1051"></a><tt class="py-lineno">1051</tt>  <tt class="py-line"><tt class="py-docstring">    @param name_fig: Nombre archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1052"></a><tt class="py-lineno">1052</tt>  <tt class="py-line"><tt class="py-docstring">    @param title: T&#237;tulo del plot</tt> </tt>
<a name="L1053"></a><tt class="py-lineno">1053</tt>  <tt class="py-line"><tt class="py-docstring">    @param path_fig: Ruta de salida del plot</tt> </tt>
<a name="L1054"></a><tt class="py-lineno">1054</tt>  <tt class="py-line"><tt class="py-docstring">    @param is_data_vol: Indica si la matriz de datos es de vol&#250;menes anuales</tt> </tt>
<a name="L1055"></a><tt class="py-lineno">1055</tt>  <tt class="py-line"><tt class="py-docstring">        Si is_data_vol=False cuando la matriz de datos es de caudales mensuales</tt> </tt>
<a name="L1056"></a><tt class="py-lineno">1056</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1057"></a><tt class="py-lineno">1057</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: bitmap file</tt> </tt>
<a name="L1058"></a><tt class="py-lineno">1058</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L1059"></a><tt class="py-lineno">1059</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-keyword">not</tt> <tt class="py-name">is_data_vol</tt><tt class="py-op">:</tt> </tt>
<a name="L1060"></a><tt class="py-lineno">1060</tt>  <tt class="py-line">        <tt class="py-name">data</tt> <tt class="py-op">=</tt> <tt id="link-41" class="py-name"><a title="hidro_data.vol_yr" class="py-name" href="#" onclick="return doclink('link-41', 'vol_yr', 'link-2');">vol_yr</a></tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">,</tt><tt class="py-name">yrs</tt><tt class="py-op">)</tt> <tt class="py-comment"># Fn vol_yr</tt> </tt>
<a name="L1061"></a><tt class="py-lineno">1061</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">yrs</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L1062"></a><tt class="py-lineno">1062</tt>  <tt class="py-line">        <tt class="py-name">range_i</tt> <tt class="py-op">=</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1063"></a><tt class="py-lineno">1063</tt>  <tt class="py-line">    <tt class="py-keyword">else</tt><tt class="py-op">:</tt> </tt>
<a name="L1064"></a><tt class="py-lineno">1064</tt>  <tt class="py-line">        <tt class="py-name">range_i</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L1065"></a><tt class="py-lineno">1065</tt>  <tt class="py-line">        <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">yrs</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> </tt>
<a name="L1066"></a><tt class="py-lineno">1066</tt>  <tt class="py-line">            <tt class="py-name">yrs</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">yrs</tt><tt class="py-op">]</tt> </tt>
<a name="L1067"></a><tt class="py-lineno">1067</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt id="link-42" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-42', 'yr', 'link-6');">yr</a></tt> <tt class="py-keyword">in</tt> <tt class="py-name">yrs</tt><tt class="py-op">:</tt> </tt>
<a name="L1068"></a><tt class="py-lineno">1068</tt>  <tt class="py-line">            <tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L1069"></a><tt class="py-lineno">1069</tt>  <tt class="py-line">                <tt class="py-name">range_i</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt id="link-43" class="py-name"><a title="hidro_data.yr" class="py-name" href="#" onclick="return doclink('link-43', 'yr', 'link-6');">yr</a></tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1070"></a><tt class="py-lineno">1070</tt>  <tt class="py-line">            <tt class="py-keyword">except</tt> <tt class="py-name">ValueError</tt><tt class="py-op">:</tt> </tt>
<a name="L1071"></a><tt class="py-lineno">1071</tt>  <tt class="py-line">                <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"A&#241;o fuera de rango de datos"</tt> </tt>
<a name="L1072"></a><tt class="py-lineno">1072</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">plot</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">,</tt> </tt>
<a name="L1073"></a><tt class="py-lineno">1073</tt>  <tt class="py-line">             <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">,</tt> <tt class="py-string">'v--'</tt><tt class="py-op">,</tt> </tt>
<a name="L1074"></a><tt class="py-lineno">1074</tt>  <tt class="py-line">             <tt class="py-name">label</tt><tt class="py-op">=</tt><tt class="py-name">str</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1075"></a><tt class="py-lineno">1075</tt>  <tt class="py-line">     </tt>
<a name="L1076"></a><tt class="py-lineno">1076</tt>  <tt class="py-line">    <tt class="py-comment"># Poner t&#237;tulo en unicode</tt> </tt>
<a name="L1077"></a><tt class="py-lineno">1077</tt>  <tt class="py-line">    <tt class="py-name">title_fig</tt> <tt class="py-op">=</tt> <tt class="py-name">title</tt><tt class="py-op">.</tt><tt class="py-name">decode</tt><tt class="py-op">(</tt><tt class="py-string">'utf8'</tt><tt class="py-op">)</tt> </tt>
<a name="L1078"></a><tt class="py-lineno">1078</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylabel</tt><tt class="py-op">(</tt><tt class="py-string">'Vol[MMm3]'</tt><tt class="py-op">)</tt> </tt>
<a name="L1079"></a><tt class="py-lineno">1079</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlabel</tt><tt class="py-op">(</tt><tt class="py-string">u'A\xf1os'</tt><tt class="py-op">)</tt> </tt>
<a name="L1080"></a><tt class="py-lineno">1080</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">title</tt><tt class="py-op">(</tt><tt class="py-string">'%s %s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">title_fig</tt><tt class="py-op">,</tt> <tt class="py-name">name_fig</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1081"></a><tt class="py-lineno">1081</tt>  <tt class="py-line">    <tt class="py-comment">#~ plt.xticks(range(len(data[0])),data[0], rotation=90)</tt> </tt>
<a name="L1082"></a><tt class="py-lineno">1082</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">savefig</tt><tt class="py-op">(</tt><tt class="py-string">'%s%s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">path_fig</tt><tt class="py-op">,</tt><tt class="py-name">name_fig</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1083"></a><tt class="py-lineno">1083</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">close</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
</div><a name="L1084"></a><tt class="py-lineno">1084</tt>  <tt class="py-line"> </tt>
<a name="L1085"></a><tt class="py-lineno">1085</tt>  <tt class="py-line"><tt class="py-comment"># Plotear datos de una columna</tt> </tt>
<a name="plot_c"></a><div id="plot_c-def"><a name="L1086"></a><tt class="py-lineno">1086</tt> <a class="py-toggle" href="#" id="plot_c-toggle" onclick="return toggle('plot_c');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#plot_c">plot_c</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">lcx</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt><tt class="py-param">ylabel</tt><tt class="py-op">=</tt><tt class="py-string">'m3/s'</tt><tt class="py-op">,</tt><tt class="py-param">name_fig</tt><tt class="py-op">=</tt><tt class="py-string">'fig01'</tt><tt class="py-op">,</tt><tt class="py-param">title</tt><tt class="py-op">=</tt><tt class="py-string">'Grafo '</tt><tt class="py-op">,</tt><tt class="py-param">path_fig</tt><tt class="py-op">=</tt><tt class="py-string">''</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="plot_c-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="plot_c-expanded"><a name="L1087"></a><tt class="py-lineno">1087</tt>  <tt class="py-line">    <tt class="py-docstring">""" Plotear datos de una columna</tt> </tt>
<a name="L1088"></a><tt class="py-lineno">1088</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L1089"></a><tt class="py-lineno">1089</tt>  <tt class="py-line"><tt class="py-docstring">    @param lcx: Lista de &#237;ndices de la columnas a plotear</tt> </tt>
<a name="L1090"></a><tt class="py-lineno">1090</tt>  <tt class="py-line"><tt class="py-docstring">    @param ylabel: Etiqueta del eje y</tt> </tt>
<a name="L1091"></a><tt class="py-lineno">1091</tt>  <tt class="py-line"><tt class="py-docstring">    @param name_fig: Nombre archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1092"></a><tt class="py-lineno">1092</tt>  <tt class="py-line"><tt class="py-docstring">    @param title: T&#237;tulo del plot</tt> </tt>
<a name="L1093"></a><tt class="py-lineno">1093</tt>  <tt class="py-line"><tt class="py-docstring">    @param path_fig: Ruta de salida del plot</tt> </tt>
<a name="L1094"></a><tt class="py-lineno">1094</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1095"></a><tt class="py-lineno">1095</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: bitmap file</tt> </tt>
<a name="L1096"></a><tt class="py-lineno">1096</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L1097"></a><tt class="py-lineno">1097</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">lcx</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L1098"></a><tt class="py-lineno">1098</tt>  <tt class="py-line">        <tt class="py-name">lcx</tt> <tt class="py-op">=</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1099"></a><tt class="py-lineno">1099</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">lcx</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> </tt>
<a name="L1100"></a><tt class="py-lineno">1100</tt>  <tt class="py-line">        <tt class="py-name">lcx</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">lcx</tt><tt class="py-op">]</tt> </tt>
<a name="L1101"></a><tt class="py-lineno">1101</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">lcx</tt><tt class="py-op">:</tt> </tt>
<a name="L1102"></a><tt class="py-lineno">1102</tt>  <tt class="py-line">        <tt class="py-name">data_c</tt> <tt class="py-op">=</tt> <tt id="link-44" class="py-name"><a title="hidro_data.rd_data_col" class="py-name" href="#" onclick="return doclink('link-44', 'rd_data_col', 'link-0');">rd_data_col</a></tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">,</tt><tt class="py-name">cx</tt><tt class="py-op">)</tt> </tt>
<a name="L1103"></a><tt class="py-lineno">1103</tt>  <tt class="py-line">        <tt class="py-name">yrs_c</tt> <tt class="py-op">=</tt> <tt class="py-name">data_c</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt> </tt>
<a name="L1104"></a><tt class="py-lineno">1104</tt>  <tt class="py-line">        <tt class="py-name">datos_c</tt> <tt class="py-op">=</tt> <tt class="py-name">data_c</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt> </tt>
<a name="L1105"></a><tt class="py-lineno">1105</tt>  <tt class="py-line">        <tt class="py-name">label_c</tt> <tt class="py-op">=</tt> <tt class="py-name">data_c</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt> </tt>
<a name="L1106"></a><tt class="py-lineno">1106</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">plot</tt><tt class="py-op">(</tt><tt class="py-name">yrs_c</tt><tt class="py-op">,</tt> <tt class="py-name">datos_c</tt><tt class="py-op">,</tt> <tt class="py-string">'o--'</tt><tt class="py-op">,</tt><tt class="py-name">label</tt><tt class="py-op">=</tt><tt class="py-name">str</tt><tt class="py-op">(</tt><tt class="py-name">label_c</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1107"></a><tt class="py-lineno">1107</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylabel</tt><tt class="py-op">(</tt><tt class="py-name">ylabel</tt><tt class="py-op">)</tt> </tt>
<a name="L1108"></a><tt class="py-lineno">1108</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlabel</tt><tt class="py-op">(</tt><tt class="py-name">str</tt><tt class="py-op">(</tt><tt class="py-name">data_c</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1109"></a><tt class="py-lineno">1109</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">legend</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
<a name="L1110"></a><tt class="py-lineno">1110</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">title</tt><tt class="py-op">(</tt><tt class="py-string">'%s %s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">title</tt><tt class="py-op">,</tt><tt class="py-name">name_fig</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1111"></a><tt class="py-lineno">1111</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">savefig</tt><tt class="py-op">(</tt><tt class="py-string">'%s%s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">path_fig</tt><tt class="py-op">,</tt><tt class="py-name">name_fig</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1112"></a><tt class="py-lineno">1112</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">close</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
</div><a name="L1113"></a><tt class="py-lineno">1113</tt>  <tt class="py-line">     </tt>
<a name="L1114"></a><tt class="py-lineno">1114</tt>  <tt class="py-line"><tt class="py-comment"># Plotear en cada archivo datos a&#241;os completos e incompletos rellenando con promedio</tt> </tt>
<a name="L1115"></a><tt class="py-lineno">1115</tt>  <tt class="py-line"><tt class="py-comment"># datos cercanos al faltante</tt> </tt>
<a name="plot_yr"></a><div id="plot_yr-def"><a name="L1116"></a><tt class="py-lineno">1116</tt> <a class="py-toggle" href="#" id="plot_yr-toggle" onclick="return toggle('plot_yr');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#plot_yr">plot_yr</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">years</tt><tt class="py-op">=</tt><tt class="py-name">None</tt><tt class="py-op">,</tt><tt class="py-param">name_fig</tt><tt class="py-op">=</tt><tt class="py-string">'fig01'</tt><tt class="py-op">,</tt><tt class="py-param">title_fig</tt><tt class="py-op">=</tt><tt class="py-string">'Caudales A&#241;o'</tt><tt class="py-op">,</tt><tt class="py-param">path_fig</tt><tt class="py-op">=</tt><tt class="py-string">''</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="plot_yr-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="plot_yr-expanded"><a name="L1117"></a><tt class="py-lineno">1117</tt>  <tt class="py-line">    <tt class="py-docstring">""" Plotear en cada archivo datos a&#241;os completos e incompletos </tt> </tt>
<a name="L1118"></a><tt class="py-lineno">1118</tt>  <tt class="py-line"><tt class="py-docstring">    rellenando con promedio datos cercanos al faltante</tt> </tt>
<a name="L1119"></a><tt class="py-lineno">1119</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos</tt> </tt>
<a name="L1120"></a><tt class="py-lineno">1120</tt>  <tt class="py-line"><tt class="py-docstring">    @param years: Lista de a&#241;os a plotear</tt> </tt>
<a name="L1121"></a><tt class="py-lineno">1121</tt>  <tt class="py-line"><tt class="py-docstring">        Si years=None plotea todos los a&#241;os</tt> </tt>
<a name="L1122"></a><tt class="py-lineno">1122</tt>  <tt class="py-line"><tt class="py-docstring">    @param name_fig: Nombre archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1123"></a><tt class="py-lineno">1123</tt>  <tt class="py-line"><tt class="py-docstring">    @param title_fig: T&#237;tulo del plot</tt> </tt>
<a name="L1124"></a><tt class="py-lineno">1124</tt>  <tt class="py-line"><tt class="py-docstring">    @param path_fig: Ruta de salida del plot</tt> </tt>
<a name="L1125"></a><tt class="py-lineno">1125</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1126"></a><tt class="py-lineno">1126</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: bitmap file</tt> </tt>
<a name="L1127"></a><tt class="py-lineno">1127</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L1128"></a><tt class="py-lineno">1128</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">years</tt> <tt class="py-op">==</tt> <tt class="py-name">None</tt><tt class="py-op">:</tt> </tt>
<a name="L1129"></a><tt class="py-lineno">1129</tt>  <tt class="py-line">        <tt class="py-name">years</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt> </tt>
<a name="L1130"></a><tt class="py-lineno">1130</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">years</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> <tt class="py-comment"># Caso arg es un s&#243;lo a&#241;o</tt> </tt>
<a name="L1131"></a><tt class="py-lineno">1131</tt>  <tt class="py-line">        <tt class="py-name">years</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">years</tt><tt class="py-op">]</tt> </tt>
<a name="L1132"></a><tt class="py-lineno">1132</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">year</tt> <tt class="py-keyword">in</tt> <tt class="py-name">years</tt><tt class="py-op">:</tt> </tt>
<a name="L1133"></a><tt class="py-lineno">1133</tt>  <tt class="py-line">        <tt class="py-keyword">try</tt><tt class="py-op">:</tt> </tt>
<a name="L1134"></a><tt class="py-lineno">1134</tt>  <tt class="py-line">            <tt class="py-name">iyear</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">)</tt> </tt>
<a name="L1135"></a><tt class="py-lineno">1135</tt>  <tt class="py-line">        <tt class="py-keyword">except</tt> <tt class="py-name">ValueError</tt><tt class="py-op">:</tt> </tt>
<a name="L1136"></a><tt class="py-lineno">1136</tt>  <tt class="py-line">            <tt class="py-keyword">raise</tt> <tt class="py-name">ValueError</tt><tt class="py-op">,</tt> <tt class="py-string">"A&#241;o fuera de rango de datos"</tt> </tt>
<a name="L1137"></a><tt class="py-lineno">1137</tt>  <tt class="py-line">        <tt class="py-name">data_iyear</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L1138"></a><tt class="py-lineno">1138</tt>  <tt class="py-line">        <tt class="py-name">label_iyear</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L1139"></a><tt class="py-lineno">1139</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L1140"></a><tt class="py-lineno">1140</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt>    <tt class="py-comment"># Meses con datos</tt> </tt>
<a name="L1141"></a><tt class="py-lineno">1141</tt>  <tt class="py-line">                <tt class="py-name">data_iyear</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L1142"></a><tt class="py-lineno">1142</tt>  <tt class="py-line">                <tt class="py-name">label_iyear</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt>   <tt class="py-comment"># No cuenta col Year</tt> </tt>
<a name="L1143"></a><tt class="py-lineno">1143</tt>  <tt class="py-line">            <tt class="py-keyword">else</tt><tt class="py-op">:</tt>                           <tt class="py-comment"># Meses sin datos</tt> </tt>
<a name="L1144"></a><tt class="py-lineno">1144</tt>  <tt class="py-line">                <tt class="py-name">data_iyear</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt id="link-45" class="py-name" targets="Function hidro_data.data_prom()=hidro_data-module.html#data_prom"><a title="hidro_data.data_prom" class="py-name" href="#" onclick="return doclink('link-45', 'data_prom', 'link-45');">data_prom</a></tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">,</tt><tt class="py-name">iyear</tt><tt class="py-op">,</tt><tt class="py-name">cx</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> <tt class="py-comment"># Fn data_prom</tt> </tt>
<a name="L1145"></a><tt class="py-lineno">1145</tt>  <tt class="py-line">                <tt class="py-name">label_iyear</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-string">'XX'</tt><tt class="py-op">)</tt>   <tt class="py-comment"># Marca dato rellenado</tt> </tt>
<a name="L1146"></a><tt class="py-lineno">1146</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">plot</tt><tt class="py-op">(</tt><tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data_iyear</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">,</tt> <tt class="py-name">data_iyear</tt><tt class="py-op">,</tt> <tt class="py-string">'o--'</tt><tt class="py-op">,</tt><tt class="py-name">label</tt><tt class="py-op">=</tt><tt class="py-name">str</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1147"></a><tt class="py-lineno">1147</tt>  <tt class="py-line">        <tt class="py-comment"># Poner t&#237;tulo en unicode</tt> </tt>
<a name="L1148"></a><tt class="py-lineno">1148</tt>  <tt class="py-line">        <tt class="py-name">title_fig</tt> <tt class="py-op">=</tt> <tt class="py-name">name_fig</tt><tt class="py-op">.</tt><tt class="py-name">decode</tt><tt class="py-op">(</tt><tt class="py-string">'utf8'</tt><tt class="py-op">)</tt> </tt>
<a name="L1149"></a><tt class="py-lineno">1149</tt>  <tt class="py-line">        <tt class="py-name">title_yr</tt> <tt class="py-op">=</tt> <tt class="py-name">str</tt><tt class="py-op">(</tt><tt class="py-name">int</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">.</tt><tt class="py-name">decode</tt><tt class="py-op">(</tt><tt class="py-string">'utf8'</tt><tt class="py-op">)</tt> </tt>
<a name="L1150"></a><tt class="py-lineno">1150</tt>  <tt class="py-line">        <tt class="py-comment"># Transforma a&#241;o para no tener problemas extension archivo por punto en float</tt> </tt>
<a name="L1151"></a><tt class="py-lineno">1151</tt>  <tt class="py-line">        <tt class="py-name">yr_str</tt> <tt class="py-op">=</tt> <tt class="py-name">str</tt><tt class="py-op">(</tt><tt class="py-name">int</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1152"></a><tt class="py-lineno">1152</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylabel</tt><tt class="py-op">(</tt><tt class="py-string">'m3/s'</tt><tt class="py-op">)</tt> </tt>
<a name="L1153"></a><tt class="py-lineno">1153</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlabel</tt><tt class="py-op">(</tt><tt class="py-string">'meses'</tt><tt class="py-op">)</tt> </tt>
<a name="L1154"></a><tt class="py-lineno">1154</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">title</tt><tt class="py-op">(</tt><tt class="py-string">'%s %s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">title_fig</tt><tt class="py-op">,</tt> <tt class="py-name">title_yr</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1155"></a><tt class="py-lineno">1155</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xticks</tt><tt class="py-op">(</tt><tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data_iyear</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">,</tt><tt class="py-name">label_iyear</tt><tt class="py-op">)</tt> </tt>
<a name="L1156"></a><tt class="py-lineno">1156</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">savefig</tt><tt class="py-op">(</tt><tt class="py-string">'%s%s%s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">path_fig</tt><tt class="py-op">,</tt> <tt class="py-name">name_fig</tt><tt class="py-op">,</tt> <tt class="py-name">yr_str</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1157"></a><tt class="py-lineno">1157</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">close</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
</div><a name="L1158"></a><tt class="py-lineno">1158</tt>  <tt class="py-line">     </tt>
<a name="L1159"></a><tt class="py-lineno">1159</tt>  <tt class="py-line"><tt class="py-comment"># Plotear datos a&#241;os completos e incompletos </tt> </tt>
<a name="L1160"></a><tt class="py-lineno">1160</tt>  <tt class="py-line"><tt class="py-comment"># rellenado con una correlaci&#243;n con otra estaci&#243;n</tt> </tt>
<a name="plot_yr_lr"></a><div id="plot_yr_lr-def"><a name="L1161"></a><tt class="py-lineno">1161</tt> <a class="py-toggle" href="#" id="plot_yr_lr-toggle" onclick="return toggle('plot_yr_lr');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#plot_yr_lr">plot_yr_lr</a><tt class="py-op">(</tt><tt class="py-param">data</tt><tt class="py-op">,</tt><tt class="py-param">years</tt><tt class="py-op">,</tt><tt class="py-param">data1</tt><tt class="py-op">,</tt><tt class="py-param">lin_reg_param</tt><tt class="py-op">,</tt><tt class="py-param">name_fig</tt><tt class="py-op">=</tt><tt class="py-string">'fig01'</tt><tt class="py-op">,</tt><tt class="py-param">title_fig</tt><tt class="py-op">=</tt><tt class="py-string">'Caudales '</tt><tt class="py-op">,</tt><tt class="py-param">path_fig</tt><tt class="py-op">=</tt><tt class="py-string">''</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="plot_yr_lr-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="plot_yr_lr-expanded"><a name="L1162"></a><tt class="py-lineno">1162</tt>  <tt class="py-line">    <tt class="py-docstring">""" Plotear en cada archivo datos a&#241;os completos e incompletos </tt> </tt>
<a name="L1163"></a><tt class="py-lineno">1163</tt>  <tt class="py-line"><tt class="py-docstring">    rellenando con con una correlaci&#243;n con otra estaci&#243;n</tt> </tt>
<a name="L1164"></a><tt class="py-lineno">1164</tt>  <tt class="py-line"><tt class="py-docstring">    @param data: Matriz de datos a plotear</tt> </tt>
<a name="L1165"></a><tt class="py-lineno">1165</tt>  <tt class="py-line"><tt class="py-docstring">    @param data1: Matriz de datos</tt> </tt>
<a name="L1166"></a><tt class="py-lineno">1166</tt>  <tt class="py-line"><tt class="py-docstring">    @param years: Lista de a&#241;os a plotear</tt> </tt>
<a name="L1167"></a><tt class="py-lineno">1167</tt>  <tt class="py-line"><tt class="py-docstring">    @param lin_reg_param: Par&#225;metros de la regresi&#243;n lineal</tt> </tt>
<a name="L1168"></a><tt class="py-lineno">1168</tt>  <tt class="py-line"><tt class="py-docstring">    @param name_fig: Nombre archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1169"></a><tt class="py-lineno">1169</tt>  <tt class="py-line"><tt class="py-docstring">    @param title_fig: T&#237;tulo del plot</tt> </tt>
<a name="L1170"></a><tt class="py-lineno">1170</tt>  <tt class="py-line"><tt class="py-docstring">    @param path_fig: Ruta de salida del plot</tt> </tt>
<a name="L1171"></a><tt class="py-lineno">1171</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1172"></a><tt class="py-lineno">1172</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: bitmap file</tt> </tt>
<a name="L1173"></a><tt class="py-lineno">1173</tt>  <tt class="py-line"><tt class="py-docstring">    @todo: Si years=None plotea todos los a&#241;os</tt> </tt>
<a name="L1174"></a><tt class="py-lineno">1174</tt>  <tt class="py-line"><tt class="py-docstring">        Si lin_reg_param=None calcula los par&#225;metros a partir de data2.</tt> </tt>
<a name="L1175"></a><tt class="py-lineno">1175</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L1176"></a><tt class="py-lineno">1176</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">type</tt><tt class="py-op">(</tt><tt class="py-name">years</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">list</tt><tt class="py-op">:</tt> <tt class="py-comment"># Caso arg es un s&#243;lo a&#241;o</tt> </tt>
<a name="L1177"></a><tt class="py-lineno">1177</tt>  <tt class="py-line">        <tt class="py-name">years</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-name">years</tt><tt class="py-op">]</tt> </tt>
<a name="L1178"></a><tt class="py-lineno">1178</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">year</tt> <tt class="py-keyword">in</tt> <tt class="py-name">years</tt><tt class="py-op">:</tt>             </tt>
<a name="L1179"></a><tt class="py-lineno">1179</tt>  <tt class="py-line">        <tt class="py-name">iyear</tt> <tt class="py-op">=</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">.</tt><tt class="py-name">index</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">)</tt> </tt>
<a name="L1180"></a><tt class="py-lineno">1180</tt>  <tt class="py-line">        <tt class="py-name">data_iyear</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L1181"></a><tt class="py-lineno">1181</tt>  <tt class="py-line">        <tt class="py-name">label_iyear</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L1182"></a><tt class="py-lineno">1182</tt>  <tt class="py-line">        <tt class="py-keyword">for</tt> <tt class="py-name">cx</tt> <tt class="py-keyword">in</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L1183"></a><tt class="py-lineno">1183</tt>  <tt class="py-line">            <tt class="py-keyword">if</tt> <tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt> <tt class="py-op">!=</tt> <tt class="py-string">''</tt><tt class="py-op">:</tt>    <tt class="py-comment"># Meses con datos</tt> </tt>
<a name="L1184"></a><tt class="py-lineno">1184</tt>  <tt class="py-line">                <tt class="py-name">data_iyear</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L1185"></a><tt class="py-lineno">1185</tt>  <tt class="py-line">                <tt class="py-name">label_iyear</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">2</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">cx</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">]</tt><tt class="py-op">)</tt>   <tt class="py-comment"># No cuenta col Year</tt> </tt>
<a name="L1186"></a><tt class="py-lineno">1186</tt>  <tt class="py-line">            <tt class="py-keyword">else</tt><tt class="py-op">:</tt>                           <tt class="py-comment"># Meses sin datos</tt> </tt>
<a name="L1187"></a><tt class="py-lineno">1187</tt>  <tt class="py-line">                <tt class="py-name">lr_data</tt> <tt class="py-op">=</tt> <tt id="link-46" class="py-name"><a title="hidro_data.data_lr" class="py-name" href="#" onclick="return doclink('link-46', 'data_lr', 'link-27');">data_lr</a></tt><tt class="py-op">(</tt><tt class="py-name">data1</tt><tt class="py-op">,</tt><tt class="py-op">[</tt><tt class="py-name">year</tt><tt class="py-op">,</tt><tt class="py-name">cx</tt><tt class="py-op">]</tt><tt class="py-op">,</tt><tt class="py-name">lin_reg_param</tt><tt class="py-op">)</tt> </tt>
<a name="L1188"></a><tt class="py-lineno">1188</tt>  <tt class="py-line">                <tt class="py-name">data_iyear</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">lr_data</tt><tt class="py-op">)</tt> <tt class="py-comment"># Fn fill_data_lr</tt> </tt>
<a name="L1189"></a><tt class="py-lineno">1189</tt>  <tt class="py-line">                <tt class="py-name">label_iyear</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-string">'LR'</tt><tt class="py-op">)</tt>   <tt class="py-comment"># Marca dato rellenado</tt> </tt>
<a name="L1190"></a><tt class="py-lineno">1190</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">plot</tt><tt class="py-op">(</tt><tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data_iyear</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">,</tt> <tt class="py-name">data_iyear</tt><tt class="py-op">,</tt> <tt class="py-string">'o--'</tt><tt class="py-op">,</tt><tt class="py-name">label</tt><tt class="py-op">=</tt><tt class="py-name">str</tt><tt class="py-op">(</tt><tt class="py-name">data</tt><tt class="py-op">[</tt><tt class="py-number">0</tt><tt class="py-op">]</tt><tt class="py-op">[</tt><tt class="py-name">iyear</tt><tt class="py-op">]</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1191"></a><tt class="py-lineno">1191</tt>  <tt class="py-line">        <tt class="py-comment"># Poner t&#237;tulo en unicode</tt> </tt>
<a name="L1192"></a><tt class="py-lineno">1192</tt>  <tt class="py-line">        <tt class="py-name">title_fig</tt> <tt class="py-op">=</tt> <tt class="py-name">name_fig</tt><tt class="py-op">.</tt><tt class="py-name">decode</tt><tt class="py-op">(</tt><tt class="py-string">'utf8'</tt><tt class="py-op">)</tt> </tt>
<a name="L1193"></a><tt class="py-lineno">1193</tt>  <tt class="py-line">        <tt class="py-name">title_yr</tt> <tt class="py-op">=</tt> <tt class="py-name">str</tt><tt class="py-op">(</tt><tt class="py-name">int</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">.</tt><tt class="py-name">decode</tt><tt class="py-op">(</tt><tt class="py-string">'utf8'</tt><tt class="py-op">)</tt> </tt>
<a name="L1194"></a><tt class="py-lineno">1194</tt>  <tt class="py-line">        <tt class="py-comment"># Transforma a&#241;o para no tener problemas extension archivo por punto en float</tt> </tt>
<a name="L1195"></a><tt class="py-lineno">1195</tt>  <tt class="py-line">        <tt class="py-name">yr_str</tt> <tt class="py-op">=</tt> <tt class="py-name">str</tt><tt class="py-op">(</tt><tt class="py-name">int</tt><tt class="py-op">(</tt><tt class="py-name">year</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1196"></a><tt class="py-lineno">1196</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylabel</tt><tt class="py-op">(</tt><tt class="py-string">'m3/s'</tt><tt class="py-op">)</tt> </tt>
<a name="L1197"></a><tt class="py-lineno">1197</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlabel</tt><tt class="py-op">(</tt><tt class="py-string">'meses'</tt><tt class="py-op">)</tt> </tt>
<a name="L1198"></a><tt class="py-lineno">1198</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">title</tt><tt class="py-op">(</tt><tt class="py-string">'%s A&#241;o %s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">title_fig</tt><tt class="py-op">,</tt> <tt class="py-name">title_yr</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1199"></a><tt class="py-lineno">1199</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xticks</tt><tt class="py-op">(</tt><tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">data_iyear</tt><tt class="py-op">)</tt><tt class="py-op">)</tt><tt class="py-op">,</tt><tt class="py-name">label_iyear</tt><tt class="py-op">)</tt> </tt>
<a name="L1200"></a><tt class="py-lineno">1200</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">savefig</tt><tt class="py-op">(</tt><tt class="py-string">'%s%s%s_lr'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">path_fig</tt><tt class="py-op">,</tt> <tt class="py-name">name_fig</tt><tt class="py-op">,</tt> <tt class="py-name">yr_str</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1201"></a><tt class="py-lineno">1201</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">close</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
</div><a name="L1202"></a><tt class="py-lineno">1202</tt>  <tt class="py-line"> </tt>
<a name="L1203"></a><tt class="py-lineno">1203</tt>  <tt class="py-line"><tt class="py-comment"># Plot a&#241;os hidrol&#243;gicos sin datos de una serie de matrices de datos</tt> </tt>
<a name="plot_yr_lost"></a><div id="plot_yr_lost-def"><a name="L1204"></a><tt class="py-lineno">1204</tt> <a class="py-toggle" href="#" id="plot_yr_lost-toggle" onclick="return toggle('plot_yr_lost');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#plot_yr_lost">plot_yr_lost</a><tt class="py-op">(</tt><tt class="py-param">names_data</tt><tt class="py-op">,</tt><tt class="py-op">*</tt><tt class="py-param">args</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="plot_yr_lost-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="plot_yr_lost-expanded"><a name="L1205"></a><tt class="py-lineno">1205</tt>  <tt class="py-line">    <tt class="py-docstring">""" Plot de a&#241;os sin datos</tt> </tt>
<a name="L1206"></a><tt class="py-lineno">1206</tt>  <tt class="py-line"><tt class="py-docstring">    @param names_data: Lista con nombre de las estaciones</tt> </tt>
<a name="L1207"></a><tt class="py-lineno">1207</tt>  <tt class="py-line"><tt class="py-docstring">        correspondientes a las matrices de datos, [name1, ... ,nameN]</tt> </tt>
<a name="L1208"></a><tt class="py-lineno">1208</tt>  <tt class="py-line"><tt class="py-docstring">    @type names_data: list</tt> </tt>
<a name="L1209"></a><tt class="py-lineno">1209</tt>  <tt class="py-line"><tt class="py-docstring">    @param args: Matrices de datos, matriz_datos1, ... ,matriz_datosN</tt> </tt>
<a name="L1210"></a><tt class="py-lineno">1210</tt>  <tt class="py-line"><tt class="py-docstring">    @type args:= tuple</tt> </tt>
<a name="L1211"></a><tt class="py-lineno">1211</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Archivo PNG donde se guarda el ploteo</tt> </tt>
<a name="L1212"></a><tt class="py-lineno">1212</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: bitmap file</tt> </tt>
<a name="L1213"></a><tt class="py-lineno">1213</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L1214"></a><tt class="py-lineno">1214</tt>  <tt class="py-line">    <tt class="py-name">name_fig</tt><tt class="py-op">=</tt><tt class="py-string">'A&#241;os sin datos'</tt> </tt>
<a name="L1215"></a><tt class="py-lineno">1215</tt>  <tt class="py-line">    <tt class="py-name">path_fig</tt><tt class="py-op">=</tt><tt class="py-string">''</tt> </tt>
<a name="L1216"></a><tt class="py-lineno">1216</tt>  <tt class="py-line">     </tt>
<a name="L1217"></a><tt class="py-lineno">1217</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">args</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">names_data</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L1218"></a><tt class="py-lineno">1218</tt>  <tt class="py-line">        <tt class="py-keyword">raise</tt> <tt class="py-name">IndexError</tt><tt class="py-op">,</tt> <tt class="py-string">"largo names_data no coincide con args"</tt> </tt>
<a name="L1219"></a><tt class="py-lineno">1219</tt>  <tt class="py-line">    <tt class="py-name">i</tt> <tt class="py-op">=</tt> <tt class="py-number">1</tt> </tt>
<a name="L1220"></a><tt class="py-lineno">1220</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">arg</tt> <tt class="py-keyword">in</tt> <tt class="py-name">args</tt><tt class="py-op">:</tt> </tt>
<a name="L1221"></a><tt class="py-lineno">1221</tt>  <tt class="py-line">        <tt class="py-name">yrs_lost</tt> <tt class="py-op">=</tt> <tt id="link-47" class="py-name"><a title="hidro_data.index_lost" class="py-name" href="#" onclick="return doclink('link-47', 'index_lost', 'link-19');">index_lost</a></tt><tt class="py-op">(</tt><tt class="py-name">arg</tt><tt class="py-op">,</tt> <tt class="py-name">hidecx</tt><tt class="py-op">=</tt><tt class="py-name">True</tt><tt class="py-op">)</tt> <tt class="py-comment"># Utiliza Fn index_lost</tt> </tt>
<a name="L1222"></a><tt class="py-lineno">1222</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">plot</tt><tt class="py-op">(</tt><tt class="py-name">yrs_lost</tt><tt class="py-op">,</tt> <tt id="link-48" class="py-name" targets="Function hidro_data.ones()=hidro_data-module.html#ones"><a title="hidro_data.ones" class="py-name" href="#" onclick="return doclink('link-48', 'ones', 'link-48');">ones</a></tt><tt class="py-op">(</tt><tt class="py-name">yrs_lost</tt><tt class="py-op">,</tt><tt class="py-name">i</tt><tt class="py-op">)</tt><tt class="py-op">,</tt><tt class="py-string">'o'</tt><tt class="py-op">)</tt> <tt class="py-comment"># Utiliza Fn ones</tt> </tt>
<a name="L1223"></a><tt class="py-lineno">1223</tt>  <tt class="py-line">        <tt class="py-name">i</tt> <tt class="py-op">+=</tt> <tt class="py-number">1</tt> </tt>
<a name="L1224"></a><tt class="py-lineno">1224</tt>  <tt class="py-line">    <tt class="py-comment"># Poner t&#237;tulo en unicode</tt> </tt>
<a name="L1225"></a><tt class="py-lineno">1225</tt>  <tt class="py-line">    <tt class="py-name">title_fig</tt> <tt class="py-op">=</tt> <tt class="py-name">name_fig</tt><tt class="py-op">.</tt><tt class="py-name">decode</tt><tt class="py-op">(</tt><tt class="py-string">'utf8'</tt><tt class="py-op">)</tt> </tt>
<a name="L1226"></a><tt class="py-lineno">1226</tt>  <tt class="py-line">    <tt class="py-name">ymin</tt><tt class="py-op">,</tt> <tt class="py-name">ymax</tt> <tt class="py-op">=</tt> <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylim</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
<a name="L1227"></a><tt class="py-lineno">1227</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylim</tt><tt class="py-op">(</tt> <tt class="py-name">ymin</tt><tt class="py-op">-</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-name">ymax</tt><tt class="py-op">+</tt><tt class="py-number">1</tt> <tt class="py-op">)</tt> </tt>
<a name="L1228"></a><tt class="py-lineno">1228</tt>  <tt class="py-line">    <tt class="py-name">xmin</tt><tt class="py-op">,</tt> <tt class="py-name">xmax</tt> <tt class="py-op">=</tt> <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlim</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
<a name="L1229"></a><tt class="py-lineno">1229</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlim</tt><tt class="py-op">(</tt> <tt class="py-name">xmin</tt><tt class="py-op">-</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-name">xmax</tt><tt class="py-op">+</tt><tt class="py-number">1</tt> <tt class="py-op">)</tt> </tt>
<a name="L1230"></a><tt class="py-lineno">1230</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">yticks</tt><tt class="py-op">(</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-number">1</tt><tt class="py-op">,</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">args</tt><tt class="py-op">)</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">)</tt><tt class="py-op">,</tt> <tt id="link-49" class="py-name" targets="Function hidro_data.trunc_str()=hidro_data-module.html#trunc_str"><a title="hidro_data.trunc_str" class="py-name" href="#" onclick="return doclink('link-49', 'trunc_str', 'link-49');">trunc_str</a></tt><tt class="py-op">(</tt><tt class="py-name">names_data</tt><tt class="py-op">)</tt> <tt class="py-op">)</tt> <tt class="py-comment"># Utiliza Fn trunc_str</tt> </tt>
<a name="L1231"></a><tt class="py-lineno">1231</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylabel</tt><tt class="py-op">(</tt><tt class="py-string">u'Estaci\xf3n'</tt><tt class="py-op">)</tt> </tt>
<a name="L1232"></a><tt class="py-lineno">1232</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlabel</tt><tt class="py-op">(</tt><tt class="py-string">u'A\xf1o'</tt><tt class="py-op">)</tt> </tt>
<a name="L1233"></a><tt class="py-lineno">1233</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">title</tt><tt class="py-op">(</tt><tt class="py-string">'%s'</tt><tt class="py-op">%</tt><tt class="py-name">title_fig</tt><tt class="py-op">)</tt> </tt>
<a name="L1234"></a><tt class="py-lineno">1234</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">savefig</tt><tt class="py-op">(</tt><tt class="py-string">'%s%s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">path_fig</tt><tt class="py-op">,</tt> <tt class="py-name">name_fig</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1235"></a><tt class="py-lineno">1235</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">close</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
</div><a name="L1236"></a><tt class="py-lineno">1236</tt>  <tt class="py-line"> </tt>
<a name="L1237"></a><tt class="py-lineno">1237</tt>  <tt class="py-line"><tt class="py-comment"># Plot a&#241;os hidrol&#243;gicos por tipo</tt> </tt>
<a name="L1238"></a><tt class="py-lineno">1238</tt>  <tt class="py-line"><tt class="py-comment">#TODO (Sin implementar es s&#243;lo una copia de yr_lost)</tt> </tt>
<a name="plot_yr_type"></a><div id="plot_yr_type-def"><a name="L1239"></a><tt class="py-lineno">1239</tt> <a class="py-toggle" href="#" id="plot_yr_type-toggle" onclick="return toggle('plot_yr_type');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#plot_yr_type">plot_yr_type</a><tt class="py-op">(</tt><tt class="py-param">names_data</tt><tt class="py-op">,</tt><tt class="py-op">*</tt><tt class="py-param">args</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="plot_yr_type-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="plot_yr_type-expanded"><a name="L1240"></a><tt class="py-lineno">1240</tt>  <tt class="py-line">    <tt class="py-docstring">""" Plot de a&#241;os sin datos</tt> </tt>
<a name="L1241"></a><tt class="py-lineno">1241</tt>  <tt class="py-line"><tt class="py-docstring">    names_data = [name1, ... ,nameN] </tt> </tt>
<a name="L1242"></a><tt class="py-lineno">1242</tt>  <tt class="py-line"><tt class="py-docstring">    args = matriz_datos1, ... ,matriz_datosN</tt> </tt>
<a name="L1243"></a><tt class="py-lineno">1243</tt>  <tt class="py-line"><tt class="py-docstring">    @todo: Sin implementar</tt> </tt>
<a name="L1244"></a><tt class="py-lineno">1244</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L1245"></a><tt class="py-lineno">1245</tt>  <tt class="py-line">    <tt class="py-name">name_fig</tt><tt class="py-op">=</tt><tt class="py-string">'A&#241;os sin datos'</tt> </tt>
<a name="L1246"></a><tt class="py-lineno">1246</tt>  <tt class="py-line">    <tt class="py-name">path_fig</tt><tt class="py-op">=</tt><tt class="py-string">''</tt> </tt>
<a name="L1247"></a><tt class="py-lineno">1247</tt>  <tt class="py-line">     </tt>
<a name="L1248"></a><tt class="py-lineno">1248</tt>  <tt class="py-line">    <tt class="py-keyword">if</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">args</tt><tt class="py-op">)</tt> <tt class="py-op">!=</tt> <tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">names_data</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
<a name="L1249"></a><tt class="py-lineno">1249</tt>  <tt class="py-line">        <tt class="py-keyword">raise</tt> <tt class="py-name">IndexError</tt><tt class="py-op">,</tt> <tt class="py-string">"largo names_data no coincide con args"</tt> </tt>
<a name="L1250"></a><tt class="py-lineno">1250</tt>  <tt class="py-line">    <tt class="py-name">i</tt> <tt class="py-op">=</tt> <tt class="py-number">1</tt> </tt>
<a name="L1251"></a><tt class="py-lineno">1251</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">arg</tt> <tt class="py-keyword">in</tt> <tt class="py-name">args</tt><tt class="py-op">:</tt> </tt>
<a name="L1252"></a><tt class="py-lineno">1252</tt>  <tt class="py-line">        <tt class="py-name">yrs_lost</tt> <tt class="py-op">=</tt> <tt id="link-50" class="py-name"><a title="hidro_data.index_lost" class="py-name" href="#" onclick="return doclink('link-50', 'index_lost', 'link-19');">index_lost</a></tt><tt class="py-op">(</tt><tt class="py-name">arg</tt><tt class="py-op">,</tt> <tt class="py-name">hidecx</tt><tt class="py-op">=</tt><tt class="py-name">True</tt><tt class="py-op">)</tt> <tt class="py-comment"># Utiliza Fn index_lost</tt> </tt>
<a name="L1253"></a><tt class="py-lineno">1253</tt>  <tt class="py-line">        <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">plot</tt><tt class="py-op">(</tt><tt class="py-name">yrs_lost</tt><tt class="py-op">,</tt> <tt id="link-51" class="py-name"><a title="hidro_data.ones" class="py-name" href="#" onclick="return doclink('link-51', 'ones', 'link-48');">ones</a></tt><tt class="py-op">(</tt><tt class="py-name">yrs_lost</tt><tt class="py-op">,</tt><tt class="py-name">i</tt><tt class="py-op">)</tt><tt class="py-op">,</tt><tt class="py-string">'o'</tt><tt class="py-op">)</tt> <tt class="py-comment"># Utiliza Fn ones</tt> </tt>
<a name="L1254"></a><tt class="py-lineno">1254</tt>  <tt class="py-line">        <tt class="py-name">i</tt> <tt class="py-op">+=</tt> <tt class="py-number">1</tt> </tt>
<a name="L1255"></a><tt class="py-lineno">1255</tt>  <tt class="py-line">    <tt class="py-comment"># Poner t&#237;tulo en unicode</tt> </tt>
<a name="L1256"></a><tt class="py-lineno">1256</tt>  <tt class="py-line">    <tt class="py-name">title_fig</tt> <tt class="py-op">=</tt> <tt class="py-name">name_fig</tt><tt class="py-op">.</tt><tt class="py-name">decode</tt><tt class="py-op">(</tt><tt class="py-string">'utf8'</tt><tt class="py-op">)</tt> </tt>
<a name="L1257"></a><tt class="py-lineno">1257</tt>  <tt class="py-line">    <tt class="py-name">ymin</tt><tt class="py-op">,</tt> <tt class="py-name">ymax</tt> <tt class="py-op">=</tt> <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylim</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
<a name="L1258"></a><tt class="py-lineno">1258</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylim</tt><tt class="py-op">(</tt> <tt class="py-name">ymin</tt><tt class="py-op">-</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-name">ymax</tt><tt class="py-op">+</tt><tt class="py-number">1</tt> <tt class="py-op">)</tt> </tt>
<a name="L1259"></a><tt class="py-lineno">1259</tt>  <tt class="py-line">    <tt class="py-name">xmin</tt><tt class="py-op">,</tt> <tt class="py-name">xmax</tt> <tt class="py-op">=</tt> <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlim</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
<a name="L1260"></a><tt class="py-lineno">1260</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlim</tt><tt class="py-op">(</tt> <tt class="py-name">xmin</tt><tt class="py-op">-</tt><tt class="py-number">1</tt><tt class="py-op">,</tt> <tt class="py-name">xmax</tt><tt class="py-op">+</tt><tt class="py-number">1</tt> <tt class="py-op">)</tt> </tt>
<a name="L1261"></a><tt class="py-lineno">1261</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">yticks</tt><tt class="py-op">(</tt> <tt class="py-name">range</tt><tt class="py-op">(</tt><tt class="py-number">1</tt><tt class="py-op">,</tt><tt class="py-name">len</tt><tt class="py-op">(</tt><tt class="py-name">args</tt><tt class="py-op">)</tt><tt class="py-op">+</tt><tt class="py-number">1</tt><tt class="py-op">)</tt><tt class="py-op">,</tt> <tt id="link-52" class="py-name"><a title="hidro_data.trunc_str" class="py-name" href="#" onclick="return doclink('link-52', 'trunc_str', 'link-49');">trunc_str</a></tt><tt class="py-op">(</tt><tt class="py-name">names_data</tt><tt class="py-op">)</tt> <tt class="py-op">)</tt> <tt class="py-comment"># Utiliza Fn trunc_str</tt> </tt>
<a name="L1262"></a><tt class="py-lineno">1262</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">ylabel</tt><tt class="py-op">(</tt><tt class="py-string">u'Estaci\xf3n'</tt><tt class="py-op">)</tt> </tt>
<a name="L1263"></a><tt class="py-lineno">1263</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">xlabel</tt><tt class="py-op">(</tt><tt class="py-string">u'A\xf1o'</tt><tt class="py-op">)</tt> </tt>
<a name="L1264"></a><tt class="py-lineno">1264</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">title</tt><tt class="py-op">(</tt><tt class="py-string">'%s'</tt><tt class="py-op">%</tt><tt class="py-name">title_fig</tt><tt class="py-op">)</tt> </tt>
<a name="L1265"></a><tt class="py-lineno">1265</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">savefig</tt><tt class="py-op">(</tt><tt class="py-string">'%s%s'</tt><tt class="py-op">%</tt><tt class="py-op">(</tt><tt class="py-name">path_fig</tt><tt class="py-op">,</tt> <tt class="py-name">name_fig</tt><tt class="py-op">)</tt><tt class="py-op">)</tt> </tt>
<a name="L1266"></a><tt class="py-lineno">1266</tt>  <tt class="py-line">    <tt class="py-name">plt</tt><tt class="py-op">.</tt><tt class="py-name">close</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
</div><a name="L1267"></a><tt class="py-lineno">1267</tt>  <tt class="py-line">     </tt>
<a name="L1268"></a><tt class="py-lineno">1268</tt>  <tt class="py-line"><tt class="py-comment"># Trunca names_data</tt> </tt>
<a name="trunc_str"></a><div id="trunc_str-def"><a name="L1269"></a><tt class="py-lineno">1269</tt> <a class="py-toggle" href="#" id="trunc_str-toggle" onclick="return toggle('trunc_str');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#trunc_str">trunc_str</a><tt class="py-op">(</tt><tt class="py-param">names</tt><tt class="py-op">,</tt><tt class="py-param">n</tt><tt class="py-op">=</tt><tt class="py-number">6</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="trunc_str-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="trunc_str-expanded"><a name="L1270"></a><tt class="py-lineno">1270</tt>  <tt class="py-line">    <tt class="py-docstring">""" Trunca las palabras dentro de una lista de palabras</tt> </tt>
<a name="L1271"></a><tt class="py-lineno">1271</tt>  <tt class="py-line"><tt class="py-docstring">    @param names: Lista de palabras</tt> </tt>
<a name="L1272"></a><tt class="py-lineno">1272</tt>  <tt class="py-line"><tt class="py-docstring">    @param n: Largo de palabras</tt> </tt>
<a name="L1273"></a><tt class="py-lineno">1273</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Lista de nombres truncados en 6 letras</tt> </tt>
<a name="L1274"></a><tt class="py-lineno">1274</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: list</tt> </tt>
<a name="L1275"></a><tt class="py-lineno">1275</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L1276"></a><tt class="py-lineno">1276</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L1277"></a><tt class="py-lineno">1277</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L1278"></a><tt class="py-lineno">1278</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; names = ['Salida Laguna', 'Claro Rivadavia', 'Elqui Almendral']</tt> </tt>
<a name="L1279"></a><tt class="py-lineno">1279</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; trunc_str(names)</tt> </tt>
<a name="L1280"></a><tt class="py-lineno">1280</tt>  <tt class="py-line"><tt class="py-docstring">    ['Salida', 'Claro ', 'Elqui ']</tt> </tt>
<a name="L1281"></a><tt class="py-lineno">1281</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L1282"></a><tt class="py-lineno">1282</tt>  <tt class="py-line">    <tt class="py-name">aux</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L1283"></a><tt class="py-lineno">1283</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">nam</tt> <tt class="py-keyword">in</tt> <tt class="py-name">names</tt><tt class="py-op">:</tt> </tt>
<a name="L1284"></a><tt class="py-lineno">1284</tt>  <tt class="py-line">        <tt class="py-name">aux</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">nam</tt><tt class="py-op">[</tt><tt class="py-op">:</tt><tt class="py-number">6</tt><tt class="py-op">]</tt><tt class="py-op">)</tt> </tt>
<a name="L1285"></a><tt class="py-lineno">1285</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">aux</tt> </tt>
</div><a name="L1286"></a><tt class="py-lineno">1286</tt>  <tt class="py-line">     </tt>
<a name="L1287"></a><tt class="py-lineno">1287</tt>  <tt class="py-line"><tt class="py-comment"># Ones sin numpy</tt> </tt>
<a name="ones"></a><div id="ones-def"><a name="L1288"></a><tt class="py-lineno">1288</tt> <a class="py-toggle" href="#" id="ones-toggle" onclick="return toggle('ones');">-</a><tt class="py-line"><tt class="py-keyword">def</tt> <a class="py-def-name" href="hidro_data-module.html#ones">ones</a><tt class="py-op">(</tt><tt class="py-param">lista</tt><tt class="py-op">,</tt><tt class="py-param">value</tt><tt class="py-op">=</tt><tt class="py-number">1</tt><tt class="py-op">)</tt><tt class="py-op">:</tt> </tt>
</div><div id="ones-collapsed" style="display:none;" pad="++++" indent="++++"></div><div id="ones-expanded"><a name="L1289"></a><tt class="py-lineno">1289</tt>  <tt class="py-line">    <tt class="py-docstring">""" Crea una lista de igual largo rellenando con el valor dado</tt> </tt>
<a name="L1290"></a><tt class="py-lineno">1290</tt>  <tt class="py-line"><tt class="py-docstring">    @param lista: Lista de elementos</tt> </tt>
<a name="L1291"></a><tt class="py-lineno">1291</tt>  <tt class="py-line"><tt class="py-docstring">    @param value: Valor a rellenar</tt> </tt>
<a name="L1292"></a><tt class="py-lineno">1292</tt>  <tt class="py-line"><tt class="py-docstring">    @return: Lista rellenada con valor dado</tt> </tt>
<a name="L1293"></a><tt class="py-lineno">1293</tt>  <tt class="py-line"><tt class="py-docstring">    @rtype: list</tt> </tt>
<a name="L1294"></a><tt class="py-lineno">1294</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L1295"></a><tt class="py-lineno">1295</tt>  <tt class="py-line"><tt class="py-docstring">    @note: Ejemplos</tt> </tt>
<a name="L1296"></a><tt class="py-lineno">1296</tt>  <tt class="py-line"><tt class="py-docstring">    </tt> </tt>
<a name="L1297"></a><tt class="py-lineno">1297</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; ones([1,2,3],3)</tt> </tt>
<a name="L1298"></a><tt class="py-lineno">1298</tt>  <tt class="py-line"><tt class="py-docstring">    [3, 3, 3]</tt> </tt>
<a name="L1299"></a><tt class="py-lineno">1299</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; ones([1,2,3])</tt> </tt>
<a name="L1300"></a><tt class="py-lineno">1300</tt>  <tt class="py-line"><tt class="py-docstring">    [1, 1, 1]</tt> </tt>
<a name="L1301"></a><tt class="py-lineno">1301</tt>  <tt class="py-line"><tt class="py-docstring">    &gt;&gt;&gt; ones([1,2,3,4],2)</tt> </tt>
<a name="L1302"></a><tt class="py-lineno">1302</tt>  <tt class="py-line"><tt class="py-docstring">    [2, 2, 2, 2]</tt> </tt>
<a name="L1303"></a><tt class="py-lineno">1303</tt>  <tt class="py-line"><tt class="py-docstring">    """</tt> </tt>
<a name="L1304"></a><tt class="py-lineno">1304</tt>  <tt class="py-line">    <tt class="py-name">aux</tt> <tt class="py-op">=</tt> <tt class="py-op">[</tt><tt class="py-op">]</tt> </tt>
<a name="L1305"></a><tt class="py-lineno">1305</tt>  <tt class="py-line">    <tt class="py-keyword">for</tt> <tt class="py-name">i</tt> <tt class="py-keyword">in</tt> <tt class="py-name">lista</tt><tt class="py-op">:</tt> </tt>
<a name="L1306"></a><tt class="py-lineno">1306</tt>  <tt class="py-line">        <tt class="py-name">aux</tt><tt class="py-op">.</tt><tt class="py-name">append</tt><tt class="py-op">(</tt><tt class="py-name">value</tt><tt class="py-op">)</tt> </tt>
<a name="L1307"></a><tt class="py-lineno">1307</tt>  <tt class="py-line">    <tt class="py-keyword">return</tt> <tt class="py-name">aux</tt> </tt>
</div><a name="L1308"></a><tt class="py-lineno">1308</tt>  <tt class="py-line"> </tt>
<a name="L1309"></a><tt class="py-lineno">1309</tt>  <tt class="py-line"><tt class="py-keyword">if</tt> <tt class="py-name">__name__</tt> <tt class="py-op">==</tt> <tt class="py-string">'__main__'</tt><tt class="py-op">:</tt> </tt>
<a name="L1310"></a><tt class="py-lineno">1310</tt>  <tt class="py-line">    <tt class="py-keyword">import</tt> <tt class="py-name">doctest</tt> </tt>
<a name="L1311"></a><tt class="py-lineno">1311</tt>  <tt class="py-line">    <tt class="py-name">doctest</tt><tt class="py-op">.</tt><tt class="py-name">testmod</tt><tt class="py-op">(</tt><tt class="py-op">)</tt> </tt>
<a name="L1312"></a><tt class="py-lineno">1312</tt>  <tt class="py-line"> </tt><script type="text/javascript">
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